Altys Labs Research & InsightsPoint in time financial data, forecasting methodology, and factual research on Indian equities. Informational and educational only.https://tryaltys.ai/AI Capex and India: Follow the Power, the Orders and the Cashhttps://tryaltys.ai/blog/ai-capex-india-sector-intelligence/https://tryaltys.ai/blog/ai-capex-india-sector-intelligence/How to assess AI infrastructure spending without turning a global theme into stock picks: power availability, order conversion, execution and cash collection.Sat, 10 Oct 2026 00:00:00 GMTAltys featured on ET Entrepreneur: A research operating system for Indian marketshttps://tryaltys.ai/blog/altys-featured-on-et-entrepreneur/https://tryaltys.ai/blog/altys-featured-on-et-entrepreneur/ET Entrepreneur features Altys and our approach to AI-powered equity research: connected workflows, source-linked evidence and human judgment.Sat, 10 Oct 2026 00:00:00 GMTGlobal Intelligence: What World Markets Mean for India's Businesseshttps://tryaltys.ai/blog/global-intelligence/https://tryaltys.ai/blog/global-intelligence/A dated, sourced reading desk for global rates, energy, AI investment and capital flows, connecting wealth-manager theses to Indian business evidence.Sat, 10 Oct 2026 00:00:00 GMTSector Intelligence or a Good Story? How to Test a Sector Thesishttps://tryaltys.ai/blog/how-to-assess-sector-intelligence/https://tryaltys.ai/blog/how-to-assess-sector-intelligence/A practical framework for assessing sector outlooks: date the claim, trace the business mechanism and decide what evidence would challenge the thesis.Sat, 10 Oct 2026 00:00:00 GMTIndia's Domestic-Demand Story: Check the Sales, the Stock and the Cashhttps://tryaltys.ai/blog/how-to-test-india-domestic-demand/https://tryaltys.ai/blog/how-to-test-india-domestic-demand/A practical demand-research framework: distinguish wholesale shipments from retail sales, track channel inventory and separate revenue growth from customer demand.Sat, 10 Oct 2026 00:00:00 GMTOil Gets Costlier and the Rupee Weakens: How the Two Costs Combinehttps://tryaltys.ai/blog/oil-price-usd-inr-import-cost-math/https://tryaltys.ai/blog/oil-price-usd-inr-import-cost-math/A 10% dollar price increase and a 5% rise in USD/INR produce a 15.5% rupee cost increase. Learn the maths, hedging boundaries and pass-through questions.Sat, 10 Oct 2026 00:00:00 GMTPrices Went Up. Why Didn't Margins Improve?https://tryaltys.ai/blog/prices-up-margins-down-cost-pass-through/https://tryaltys.ai/blog/prices-up-margins-down-cost-pass-through/A price hike can preserve rupee profit while lowering the margin percentage. Work through cost pass-through, discounts, volumes and inventory timing.Sat, 10 Oct 2026 00:00:00 GMTRate Hikes and Liquidity Drains Are Not the Same Thinghttps://tryaltys.ai/blog/repo-rate-vs-liquidity-omo-crr/https://tryaltys.ai/blog/repo-rate-vs-liquidity-omo-crr/Understand the difference between the RBI repo rate, OMO bond sales and CRR rules, with worked examples of rates, reserves and company funding costs.Sat, 10 Oct 2026 00:00:00 GMTSector Intelligence India: From Wealth-Manager Theses to Business Evidencehttps://tryaltys.ai/blog/sector-intelligence/https://tryaltys.ai/blog/sector-intelligence/A sourced sector-intelligence reading desk for India: distinguish published macro views from operating evidence in banking, consumption, IT and infrastructure.Sat, 10 Oct 2026 00:00:00 GMTDiwali Moves Every Year: Your Sales Comparison Should Toohttps://tryaltys.ai/blog/diwali-date-shift-sales-comparisons/https://tryaltys.ai/blog/diwali-date-shift-sales-comparisons/Diwali Laxmi Pujan moves from October in 2025 to November in 2026 on the NSE calendar. Learn to compare festival windows without mistaking timing for demand.Mon, 05 Oct 2026 00:00:00 GMTDiwali Sales Growth Does Not Always Mean More Buyinghttps://tryaltys.ai/blog/diwali-sales-price-vs-volume/https://tryaltys.ai/blog/diwali-sales-price-vs-volume/Higher festive spending can reflect prices, product mix or new stores rather than more units. Here is the maths for reading Diwali sales headlines.Mon, 05 Oct 2026 00:00:00 GMTDussehra Auto Sales: Why Dispatches Are Not Customer Purchaseshttps://tryaltys.ai/blog/dussehra-auto-sales-dispatches-vs-retail/https://tryaltys.ai/blog/dussehra-auto-sales-dispatches-vs-retail/Festive auto headlines can describe wholesales, retail registrations or bookings. Learn to reconcile them with dealer inventory before drawing conclusions about demand.Mon, 05 Oct 2026 00:00:00 GMTFestive Discounts Can Lift Orders and Still Reduce Earningshttps://tryaltys.ai/blog/festive-discounts-profit-margins/https://tryaltys.ai/blog/festive-discounts-profit-margins/A 10% discount can require far more than 10% extra volume to preserve contribution. Work through the maths of Diwali offers, delivery costs and returns.Mon, 05 Oct 2026 00:00:00 GMTGold Sales Can Rise Even When People Buy Less Goldhttps://tryaltys.ai/blog/gold-jewellery-sales-value-vs-volume/https://tryaltys.ai/blog/gold-jewellery-sales-value-vs-volume/Around Dhanteras and Diwali, jewellery spending and grams sold can move in opposite directions. Separate gold prices, weight, purity and making charges.Mon, 05 Oct 2026 00:00:00 GMTHow to Compare SIFs in India: Look Beyond NAV Returnshttps://tryaltys.ai/blog/how-to-compare-sifs-india/https://tryaltys.ai/blog/how-to-compare-sifs-india/A practical SIF research checklist for Indian analysts and family offices: compare mandates, plans, holdings, short exposure, costs and evidence, not just NAV returns.Mon, 05 Oct 2026 00:00:00 GMTAfter Diwali: Follow the Inventory and the Cashhttps://tryaltys.ai/blog/post-diwali-inventory-cash-flow/https://tryaltys.ai/blog/post-diwali-inventory-cash-flow/A profitable festive season can still consume cash. Reconcile purchases, unsold stock, customer collections and supplier payments with a worked example.Mon, 05 Oct 2026 00:00:00 GMTQuarterly vs Year-to-Date Results: How to Reconcile the Numbershttps://tryaltys.ai/blog/quarterly-ytd-annual-results-reconciliation/https://tryaltys.ai/blog/quarterly-ytd-annual-results-reconciliation/Avoid double-counting quarterly results: reconcile Q1, H1, nine-month and annual financial statements, handle cash flows correctly and flag incompatible reporting bases.Mon, 05 Oct 2026 00:00:00 GMTThe Revenue Growth Bridge: Volume, Price, Mix and Acquisitionshttps://tryaltys.ai/blog/revenue-growth-bridge-volume-price-mix/https://tryaltys.ai/blog/revenue-growth-bridge-volume-price-mix/Revenue rose, but why? Build a volume-price bridge, separate product mix, acquisitions and currency, and turn quarterly results into defensible model assumptions.Mon, 05 Oct 2026 00:00:00 GMTSIF Gross vs Net Exposure: Why Long-Short Does Not Mean Low Riskhttps://tryaltys.ai/blog/sif-gross-vs-net-exposure/https://tryaltys.ai/blog/sif-gross-vs-net-exposure/Understand SIF gross and net exposure with simple long-short maths, stress examples and a practical holdings checklist for Indian investment researchers.Mon, 05 Oct 2026 00:00:00 GMTBest AI Investment Research Platforms in India (2026)https://tryaltys.ai/blog/best-ai-investment-research-platforms-india/https://tryaltys.ai/blog/best-ai-investment-research-platforms-india/Compare AI investment research platforms for Indian stocks by source quality, point-in-time data, modelling, Excel verification, portfolio context and monitoring.Sun, 27 Sep 2026 00:00:00 GMTHow to Analyse a Stock in India: A Professional Research Checklisthttps://tryaltys.ai/blog/how-to-analyse-a-stock-in-india/https://tryaltys.ai/blog/how-to-analyse-a-stock-in-india/A source-first framework for analysing an Indian stock: business model, financials, management, valuation, risks, portfolio fit and monitoring.Sun, 27 Sep 2026 00:00:00 GMTLG Electronics India Results and Business Model: What Investors Should Trackhttps://tryaltys.ai/blog/lg-electronics-india-business-model-and-results/https://tryaltys.ai/blog/lg-electronics-india-business-model-and-results/LG Electronics India’s appliance economics explained through product mix, localisation, seasonality, commodities, currency, distribution and Q4 FY26 results.Sun, 27 Sep 2026 00:00:00 GMTTata Motors Demerger Explained: Record Date, Ratio and What Changedhttps://tryaltys.ai/blog/tata-motors-demerger-explained/https://tryaltys.ai/blog/tata-motors-demerger-explained/A source-checked guide to the Tata Motors CV and passenger-vehicle demerger: 1:1 entitlement, 14 October 2025 record date, tickers and research implications.Sun, 27 Sep 2026 00:00:00 GMTBull Run vs Multibagg vs Altys: Which Indian AI Research Tool Fits You?https://tryaltys.ai/blog/bull-run-vs-multibagg-vs-altys-india/https://tryaltys.ai/blog/bull-run-vs-multibagg-vs-altys-india/Compare Bull Run, Multibagg AI and Altys by audience, screening, company research, point-in-time data, scorecards, backtesting, Excel verification and monitoring.Sun, 13 Sep 2026 00:00:00 GMTHow to Analyse Auto Company Results: Volumes, Pricing, Mix and Capacityhttps://tryaltys.ai/blog/how-to-analyse-auto-company-results/https://tryaltys.ai/blog/how-to-analyse-auto-company-results/A practical method for analysing Indian automobile results through volumes, realisations, product mix, margins, capacity, subsidiaries and cash flow.Sun, 13 Sep 2026 00:00:00 GMTHow to Analyse Bank Results: NIM, CASA, Credit Costs and Asset Qualityhttps://tryaltys.ai/blog/how-to-analyse-bank-results/https://tryaltys.ai/blog/how-to-analyse-bank-results/A practical framework for analysing Indian bank results through growth, funding, margins, asset quality, credit costs, capital and return on assets.Sun, 13 Sep 2026 00:00:00 GMTHow to Analyse Defence Company Results: Order Books, Execution and Working Capitalhttps://tryaltys.ai/blog/how-to-analyse-defence-company-results/https://tryaltys.ai/blog/how-to-analyse-defence-company-results/A practical framework for analysing Indian defence-company results through executable order books, revenue recognition, margins, advances, inventory and receivables.Sun, 13 Sep 2026 00:00:00 GMTHow to Analyse Hotel Company Results: Occupancy, ARR, RevPAR and Room Mixhttps://tryaltys.ai/blog/how-to-analyse-hotel-company-results/https://tryaltys.ai/blog/how-to-analyse-hotel-company-results/A practical guide to analysing Indian hotel results across occupancy, room rates, RevPAR, owned and managed rooms, margins, capex and cash flow.Sun, 13 Sep 2026 00:00:00 GMTHow to Analyse IT Services Results: Growth, Margins, Deals and Headcounthttps://tryaltys.ai/blog/how-to-analyse-it-services-results/https://tryaltys.ai/blog/how-to-analyse-it-services-results/A practical guide to reading Indian IT services results through constant-currency growth, deal conversion, margins, utilisation, headcount and cash generation.Sun, 13 Sep 2026 00:00:00 GMTHow to Analyse Pharma Company Results: India, US, Specialty and R&Dhttps://tryaltys.ai/blog/how-to-analyse-pharma-results/https://tryaltys.ai/blog/how-to-analyse-pharma-results/A practical framework for analysing Indian pharmaceutical results across geography, product mix, launches, R&D, regulation, margins and cash generation.Sun, 13 Sep 2026 00:00:00 GMTHow to Analyse Power Utility Results: Regulated Returns, Capex and Leveragehttps://tryaltys.ai/blog/how-to-analyse-power-utility-results/https://tryaltys.ai/blog/how-to-analyse-power-utility-results/A practical guide to Indian power-utility results across generation, transmission, availability, regulated returns, receivables, capex, debt and cash flow.Sun, 13 Sep 2026 00:00:00 GMTHow to Analyse Steel Company Results: Realisations, Costs, Capacity and the Cyclehttps://tryaltys.ai/blog/how-to-analyse-steel-company-results/https://tryaltys.ai/blog/how-to-analyse-steel-company-results/A practical framework for analysing Indian steel results through volumes, realisations, raw-material costs, geography, capacity, leverage and the commodity cycle.Sun, 13 Sep 2026 00:00:00 GMTAxis Bank Business Model: Deposits, NIM, Credit Cost and ROAhttps://tryaltys.ai/blog/axis-bank-business-model/https://tryaltys.ai/blog/axis-bank-business-model/How Axis Bank makes money, why deposits are its raw material, and how NIM, CASA, credit cost, NPAs and ROA fit together.Sat, 12 Sep 2026 00:00:00 GMTEternal Q1 FY27 Results: Why Revenue Grew 182% but Profit Stayed Thinhttps://tryaltys.ai/blog/eternal-q1-fy27-results-analysis/https://tryaltys.ai/blog/eternal-q1-fy27-results-analysis/Eternal Q1 FY27 results show revenue rising from ₹7,167 crore to ₹20,211 crore. Here is the accounting and unit-economics framework behind the headline.Sat, 12 Sep 2026 00:00:00 GMTHAL Order Book Explained: How ₹2.55 Lakh Crore Turns Into Revenuehttps://tryaltys.ai/blog/hal-order-book-explained/https://tryaltys.ai/blog/hal-order-book-explained/What Hindustan Aeronautics' order book means, how aircraft and overhaul contracts become revenue, and why delivery capacity matters more than the headline backlog.Sat, 12 Sep 2026 00:00:00 GMTHCLTech Business Model: Services, Software and the AI Revenue Questionhttps://tryaltys.ai/blog/hcltech-business-model/https://tryaltys.ai/blog/hcltech-business-model/How HCLTech makes money from technology services and software, why deal wins are not revenue, and how to assess its growing AI business.Sat, 12 Sep 2026 00:00:00 GMTIndian Hotels Business Model: Owned Hotels, Management Fees and RevPARhttps://tryaltys.ai/blog/indian-hotels-business-model/https://tryaltys.ai/blog/indian-hotels-business-model/How IHCL makes money from Taj, Vivanta, SeleQtions and Ginger, and why rooms, occupancy, rates, RevPAR and management fees drive the model.Sat, 12 Sep 2026 00:00:00 GMTMahindra & Mahindra Business Model: SUVs, Tractors and Growth Gemshttps://tryaltys.ai/blog/mahindra-and-mahindra-business-model/https://tryaltys.ai/blog/mahindra-and-mahindra-business-model/How M&M makes money from SUVs and tractors while owning financial services, technology, hospitality, logistics and other businesses.Sat, 12 Sep 2026 00:00:00 GMTNTPC Business Model: Regulated Returns, Capacity and the Renewable Pivothttps://tryaltys.ai/blog/ntpc-business-model/https://tryaltys.ai/blog/ntpc-business-model/How NTPC earns from power generation, why availability and regulation matter, and how coal cash flows fund a much larger renewable build-out.Sat, 12 Sep 2026 00:00:00 GMTPower Grid Business Model: How Transmission Assets Earn Regulated Returnshttps://tryaltys.ai/blog/power-grid-business-model/https://tryaltys.ai/blog/power-grid-business-model/How Power Grid earns from electricity transmission, why availability and project commissioning drive revenue, and what to track beyond profit.Sat, 12 Sep 2026 00:00:00 GMTSun Pharma Business Model: India, the US and Specialty Medicineshttps://tryaltys.ai/blog/sun-pharma-business-model/https://tryaltys.ai/blog/sun-pharma-business-model/How Sun Pharma makes money across branded drugs, US generics and innovative medicines, and why product mix, R&D and regulation matter.Sat, 12 Sep 2026 00:00:00 GMTCan Your Financial AI Explain Its Assumptions?https://tryaltys.ai/blog/can-your-financial-ai-explain-its-assumptions/https://tryaltys.ai/blog/can-your-financial-ai-explain-its-assumptions/A polished forecast is not enough. Investment teams should test whether financial AI can expose its assumptions, sources, sensitivities and review history.Fri, 11 Sep 2026 00:00:00 GMTWhy Investment AI Needs Your Firm's Own Researchhttps://tryaltys.ai/blog/why-investment-ai-needs-your-firms-own-research/https://tryaltys.ai/blog/why-investment-ai-needs-your-firms-own-research/Generic AI can read the same filings as everyone else. The useful edge begins when it can work with a firm's own assumptions, decisions and research memory.Fri, 11 Sep 2026 00:00:00 GMTHow to Analyse a Demerger: An Indian Investor’s Source-Checked Frameworkhttps://tryaltys.ai/blog/how-to-analyse-a-demerger-india/https://tryaltys.ai/blog/how-to-analyse-a-demerger-india/A practical demerger analysis framework covering share entitlement, business boundaries, debt, cash, shared costs, valuation and unresolved risks—with Vedanta as a current source-check example.Thu, 10 Sep 2026 00:00:00 GMTAn Investment Risk Register for Indian Equity Portfolios (Free Template)https://tryaltys.ai/blog/investment-risk-register-indian-equity-portfolios/https://tryaltys.ai/blog/investment-risk-register-indian-equity-portfolios/A practical risk-register framework for PMS, family-office and research teams: define the risk, evidence, threshold, owner, review cadence and escalation before markets force the discussion.Thu, 10 Sep 2026 00:00:00 GMTAI-Powered Wealth Research in India: What Investment Teams Actually Needhttps://tryaltys.ai/blog/ai-tools-for-portfolio-managers-india/https://tryaltys.ai/blog/ai-tools-for-portfolio-managers-india/A practical AI research stack for Indian wealth and portfolio teams: sourced data, screening, models, scorecards, monitoring and Excel verification.Sat, 05 Sep 2026 00:00:00 GMTBuild vs Buy: How a New Investment Firm Should Set Up Its Research Stackhttps://tryaltys.ai/blog/build-vs-buy-investment-research-stack-india/https://tryaltys.ai/blog/build-vs-buy-investment-research-stack-india/Which investment-research capabilities should a new Indian PMS, AIF or family office build, buy or keep in Excel? A practical layer-by-layer decision framework.Sat, 05 Sep 2026 00:00:00 GMTHow to Set Up an Equity Research Desk in India: A 90-Day Blueprinthttps://tryaltys.ai/blog/how-to-set-up-equity-research-desk-india/https://tryaltys.ai/blog/how-to-set-up-equity-research-desk-india/A practical blueprint for a new PMS, AIF, family office or research firm: mandate, data, models, decision records, monitoring, AI controls and team workflow.Sat, 05 Sep 2026 00:00:00 GMTInvestment Research Software Checklist for Indian Firmshttps://tryaltys.ai/blog/investment-research-software-checklist-india/https://tryaltys.ai/blog/investment-research-software-checklist-india/A vendor-neutral checklist for evaluating Indian equity research software: source links, point-in-time data, calculations, models, monitoring, security and Excel verification.Sat, 05 Sep 2026 00:00:00 GMTAlpha Is Discipline: Why Better Investing Is Often Boringhttps://tryaltys.ai/blog/alpha-is-discipline/https://tryaltys.ai/blog/alpha-is-discipline/Investment alpha is not created by discipline alone, but a repeatable process is what keeps a real edge alive through decisions, costs and changing markets.Fri, 04 Sep 2026 00:00:00 GMTAlphaSense vs Rogo vs Altys: Which AI Research Platform Fits an Indian Investment Team?https://tryaltys.ai/blog/alphasense-vs-rogo-vs-altys-india/https://tryaltys.ai/blog/alphasense-vs-rogo-vs-altys-india/AlphaSense leads with global content search, Rogo with finance agents and deliverables, and Altys with India-first public-market research and governance.Fri, 04 Sep 2026 00:00:00 GMTAltys vs Atlys vs Altys.in: Which Company Are You Looking For?https://tryaltys.ai/blog/altys-vs-atlys/https://tryaltys.ai/blog/altys-vs-atlys/Altys at tryaltys.ai is an Indian investment-research platform. It is unrelated to Atlys at atlys.com and the Altys visa advisory at altys.in.Fri, 04 Sep 2026 00:00:00 GMTWhat Is Data-Driven Investing? A Practical Framework for Indian Investorshttps://tryaltys.ai/blog/data-driven-investing-india/https://tryaltys.ai/blog/data-driven-investing-india/Data-driven investing uses explicit evidence and repeatable rules, while preserving context, sources and human judgement. Here is a practical Indian framework.Fri, 04 Sep 2026 00:00:00 GMTE-Way Bills Grew 6%. Why a Logistics Stock Still Might Nothttps://tryaltys.ai/blog/e-way-bills-and-logistics-stocks/https://tryaltys.ai/blog/e-way-bills-and-logistics-stocks/India generated 137.9 million e-way bills in July 2026, up 6% year on year. Here is the missing bridge from goods movement to logistics-stock returns.Fri, 04 Sep 2026 00:00:00 GMTGST Collections Rose 7.9%. Should Your Portfolio Care?https://tryaltys.ai/blog/gst-collections-and-your-portfolio/https://tryaltys.ai/blog/gst-collections-and-your-portfolio/India's gross GST collections reached ₹2.11 lakh crore in July 2026. Here is how investors should connect the macro signal to company revenue, margins and valuation.Fri, 04 Sep 2026 00:00:00 GMTCar Registrations Are Not Car Sales: How to Read VAHAN Datahttps://tryaltys.ai/blog/how-to-read-vahan-registration-data/https://tryaltys.ai/blog/how-to-read-vahan-registration-data/VAHAN is a powerful India auto-demand signal, but registrations are not wholesales, revenue or profit. Here is the investor's bridge from data to economics.Fri, 04 Sep 2026 00:00:00 GMTKalpi vs Multibagg vs Altys: Three Different Ways to Use AI and Rules in Indian Investinghttps://tryaltys.ai/blog/kalpi-vs-multibagg-vs-altys-india/https://tryaltys.ai/blog/kalpi-vs-multibagg-vs-altys-india/Kalpi builds and executes systematic baskets, Multibagg offers accessible AI stock research, and Altys governs institutional research and portfolios.Fri, 04 Sep 2026 00:00:00 GMTScreener.in vs Tijori Finance vs Altys: Which Indian Research Tool Fits Your Workflow?https://tryaltys.ai/blog/screener-vs-tijori-vs-altys-india/https://tryaltys.ai/blog/screener-vs-tijori-vs-altys-india/Screener.in suits financial screening and Excel models, Tijori adds operating context, and Altys connects research to governed portfolio workflows.Fri, 04 Sep 2026 00:00:00 GMTThe Filing Is Late. The Footprints Arrive Every Day.https://tryaltys.ai/blog/the-filing-is-late-the-footprints-arrive-every-day/https://tryaltys.ai/blog/the-filing-is-late-the-footprints-arrive-every-day/A practical guide to alternative data for Indian stock research: what Altys tracks, why point-in-time history matters, and how to avoid false signals.Fri, 04 Sep 2026 00:00:00 GMTBest Qualitative Stock Research Tools in India (2026): Filings, Concalls and Management Analysishttps://tryaltys.ai/blog/best-qualitative-stock-research-tools-india/https://tryaltys.ai/blog/best-qualitative-stock-research-tools-india/The best qualitative stock research tool depends on whether you need primary documents, operating context, AI summaries or a governed research workflow.Thu, 03 Sep 2026 00:00:00 GMTQuantitative vs Qualitative Stock Research in India: Why Serious Portfolios Need Bothhttps://tryaltys.ai/blog/quantitative-vs-qualitative-stock-research-india/https://tryaltys.ai/blog/quantitative-vs-qualitative-stock-research-india/Quantitative research makes selection consistent; qualitative research explains why the numbers exist. A governed Indian equity process needs both.Thu, 03 Sep 2026 00:00:00 GMTA Rule-Based Investment Committee Framework for Indian PMS, AIF and Family Officeshttps://tryaltys.ai/blog/rule-based-investment-committee-framework-india/https://tryaltys.ai/blog/rule-based-investment-committee-framework-india/A practical investment committee framework covering mandate, scorecard, evidence, sizing, exceptions, monitoring and a reproducible decision record.Thu, 03 Sep 2026 00:00:00 GMTWhy India Needs Rule-Based Portfolio Governancehttps://tryaltys.ai/blog/why-india-needs-rule-based-portfolio-governance/https://tryaltys.ai/blog/why-india-needs-rule-based-portfolio-governance/Rule-based portfolio governance makes an investment process explicit, testable and reviewable without pretending judgement can be automated away.Thu, 03 Sep 2026 00:00:00 GMTThe Risks of AI in Investment Research: Hallucinations, Stale Data, Bias and Leakagehttps://tryaltys.ai/blog/ai-risks-in-investment-research/https://tryaltys.ai/blog/ai-risks-in-investment-research/The biggest risks of financial AI are not only invented facts. Stale data, basis errors, look-ahead bias, weak citations and hidden automation can also distort an investment process.Sun, 30 Aug 2026 00:00:00 GMTHow to Verify an AI Stock-Research Answer in 60 Secondshttps://tryaltys.ai/blog/how-to-verify-ai-stock-research-answer/https://tryaltys.ai/blog/how-to-verify-ai-stock-research-answer/A fast five-step check for any AI-generated financial claim: define it, open the source, match the period and entity, reproduce the math, and check freshness.Sun, 30 Aug 2026 00:00:00 GMTIs AI Stock Analysis Reliable? Seven Tests Before You Trust an Answerhttps://tryaltys.ai/blog/is-ai-stock-analysis-reliable/https://tryaltys.ai/blog/is-ai-stock-analysis-reliable/AI stock analysis can be useful, but reliability comes from sourced data, reproducible calculations and honest failure states. Use these seven tests before acting on an answer.Sun, 30 Aug 2026 00:00:00 GMTFII and DII Ownership Changes: What Moved in Q1 FY27?https://tryaltys.ai/blog/fii-dii-ownership-changes-q1-fy27/https://tryaltys.ai/blog/fii-dii-ownership-changes-q1-fy27/Altys data for 75 quality-gated Indian companies shows a broad Q1 FY27 pattern: foreign ownership fell in 53 while domestic institutional ownership rose in 55.Sat, 29 Aug 2026 00:00:00 GMTHow to Analyse Quarterly Results: A 10-Minute Investor Checklisthttps://tryaltys.ai/blog/how-to-analyse-quarterly-results/https://tryaltys.ai/blog/how-to-analyse-quarterly-results/A practical Indian quarterly-results analysis workflow: compare the right periods, bridge revenue to margins and PAT, then check cash, guidance and valuation.Sat, 29 Aug 2026 00:00:00 GMTHow to Read a Balance Sheet: A Practical Indian Company Examplehttps://tryaltys.ai/blog/how-to-read-a-balance-sheet-india/https://tryaltys.ai/blog/how-to-read-a-balance-sheet-india/Learn how to read an Indian company balance sheet using Maruti Suzuki's FY26 filing, from assets and equity to investments, debt and cash-quality checks.Sat, 29 Aug 2026 00:00:00 GMTROE vs ROCE: Which Return Metric Fits Which Business?https://tryaltys.ai/blog/roe-vs-roce-which-return-metric/https://tryaltys.ai/blog/roe-vs-roce-which-return-metric/ROE and ROCE answer different questions. Here is the formula, the leverage effect, real FY26 examples and why banks should not be judged on ROCE.Sat, 29 Aug 2026 00:00:00 GMTAI for the Indian Stock Market: A Practical Research Guidehttps://tryaltys.ai/blog/ai-for-indian-stock-market/https://tryaltys.ai/blog/ai-for-indian-stock-market/How to use AI for the Indian stock market without confusing research with prediction: filings, screeners, company analysis, monitoring and portfolio workflows.Thu, 27 Aug 2026 00:00:00 GMTAI for Mutual Fund Analysis in India: Useful Work, Dangerous Shortcutshttps://tryaltys.ai/blog/ai-mutual-fund-analysis-india/https://tryaltys.ai/blog/ai-mutual-fund-analysis-india/How AI can help analyse Indian mutual funds using holdings, rolling returns, risk, overlap and style—without turning a generated score into a fund recommendation.Thu, 27 Aug 2026 00:00:00 GMTHow to Do Fundamental Analysis of Indian Stocks Using AIhttps://tryaltys.ai/blog/ai-stock-analysis-india/https://tryaltys.ai/blog/ai-stock-analysis-india/A source-linked workflow for using AI in Indian stock fundamental analysis, from filings and financials to modelling, valuation, verification and monitoring.Thu, 27 Aug 2026 00:00:00 GMTChatGPT and Claude for Indian Stock Analysis: A Safe Workflowhttps://tryaltys.ai/blog/chatgpt-claude-stock-analysis-india/https://tryaltys.ai/blog/chatgpt-claude-stock-analysis-india/How to use ChatGPT or Claude for Indian stock analysis: what documents to provide, prompts that work, number checks, modelling tasks and mistakes to avoid.Thu, 27 Aug 2026 00:00:00 GMTCompany Monitoring Alerts for Indian Stocks: What Should Trigger an Analyst?https://tryaltys.ai/blog/company-monitoring-alerts-indian-stocks/https://tryaltys.ai/blog/company-monitoring-alerts-indian-stocks/Useful company alerts do more than announce price moves or new filings. They show which business, guidance, ownership or forensic condition changed and why it deserves investigation.Thu, 27 Aug 2026 00:00:00 GMTFamily Office Investment Monitoring in India: A Practical Operating Systemhttps://tryaltys.ai/blog/family-office-investment-monitoring-india/https://tryaltys.ai/blog/family-office-investment-monitoring-india/A family office needs more than a consolidated portfolio view. Here is how to monitor direct equities, funds, managers and thesis-breaking events without building a large research desk.Thu, 27 Aug 2026 00:00:00 GMTFinance AI in India: What It Can Actually Do for Investorshttps://tryaltys.ai/blog/finance-ai-india/https://tryaltys.ai/blog/finance-ai-india/Finance AI in India is moving from generic chatbots to source-linked research systems. Here is what it can do, where it fails, and how investors should evaluate it.Thu, 27 Aug 2026 00:00:00 GMTFinancial Data Platforms in India: What Serious Research Requireshttps://tryaltys.ai/blog/financial-data-platforms-india/https://tryaltys.ai/blog/financial-data-platforms-india/What to demand from an Indian financial data platform: primary sources, consistent statements, point-in-time history, corporate actions, auditability and workflow.Thu, 27 Aug 2026 00:00:00 GMTPoint-in-Time Financial Data in India: A Buyer’s Guide for Investment Teamshttps://tryaltys.ai/blog/point-in-time-financial-data-buyers-guide-india/https://tryaltys.ai/blog/point-in-time-financial-data-buyers-guide-india/A practical checklist for evaluating point-in-time Indian financial data: publication dates, vintages, restatements, corporate actions, derived metrics, missing values and reproducible backtests.Thu, 27 Aug 2026 00:00:00 GMTPortfolio Analysis Tools in India: What Good Software Should Showhttps://tryaltys.ai/blog/portfolio-analysis-tools-india/https://tryaltys.ai/blog/portfolio-analysis-tools-india/A practical guide to portfolio analysis tools in India: returns, benchmarks, drawdowns, concentration, factor exposure, overlap, attribution and monitoring.Thu, 27 Aug 2026 00:00:00 GMTPortfolio Monitoring vs Portfolio Tracking: What Investment Teams Actually Needhttps://tryaltys.ai/blog/portfolio-monitoring-vs-portfolio-tracking/https://tryaltys.ai/blog/portfolio-monitoring-vs-portfolio-tracking/Portfolio tracking records what you own and how it performed. Portfolio monitoring checks whether the business evidence and investment thesis underneath each holding are changing.Thu, 27 Aug 2026 00:00:00 GMTScreener AI vs Altys: Company Q&A or Continuous Research System?https://tryaltys.ai/blog/screener-ai-vs-altys/https://tryaltys.ai/blog/screener-ai-vs-altys/Screener AI helps investors question company documents. Altys connects sourced Indian financial data, models, portfolio context and continuous monitoring. Here is the practical difference.Thu, 27 Aug 2026 00:00:00 GMTBest NSE Stock Research Tools in India: A Workflow-Based Comparisonhttps://tryaltys.ai/blog/stock-research-platforms-india/https://tryaltys.ai/blog/stock-research-platforms-india/Compare Indian and NSE stock research tools by data, filings, screening, AI, modelling, Excel verification, portfolio context and monitoring workflow.Thu, 27 Aug 2026 00:00:00 GMTActive Share Explained: How Different Is a Fund From Its Index?https://tryaltys.ai/blog/active-share-explained/https://tryaltys.ai/blog/active-share-explained/Active share measures the percentage of a fund's holdings that differ from its benchmark index. Here is the formula in words, how to read it, and what it cannot tell you.Tue, 18 Aug 2026 00:00:00 GMTAdvance Decline Ratio Explained: The A/D Line and How to Read Ithttps://tryaltys.ai/blog/advance-decline-ratio-explained/https://tryaltys.ai/blog/advance-decline-ratio-explained/The advance decline ratio counts how many stocks rose versus fell in a session. It measures participation in a move, not its direction, size, or durability.Tue, 18 Aug 2026 00:00:00 GMTAverage Trade Profit, Explained: Per-Trade Economics and Why Averages Misleadhttps://tryaltys.ai/blog/average-trade-profit-explained/https://tryaltys.ai/blog/average-trade-profit-explained/Average trade profit is total net result divided by number of trades. It is the per-trade economics of a strategy, and it is fragile whenever a few outcomes dominate the total.Tue, 18 Aug 2026 00:00:00 GMTBenchmark Selection for Portfolios: How the Wrong Benchmark Invents Alphahttps://tryaltys.ai/blog/benchmark-selection-for-portfolios/https://tryaltys.ai/blog/benchmark-selection-for-portfolios/Choosing a benchmark is not administrative. The benchmark defines what counts as skill, so a mismatched one manufactures alpha or hides it. Here is how to select one properly.Tue, 18 Aug 2026 00:00:00 GMTBest and Worst Month Analysis: What Extreme Months Reveal About Riskhttps://tryaltys.ai/blog/best-and-worst-month-analysis/https://tryaltys.ai/blog/best-and-worst-month-analysis/Best month and worst month are the largest single-month gain and loss in a strategy's history. They expose the tails that averages and volatility figures quietly smooth away.Tue, 18 Aug 2026 00:00:00 GMTBest Backtesting Platforms in India: A Fair Rounduphttps://tryaltys.ai/blog/best-backtesting-platforms-india/https://tryaltys.ai/blog/best-backtesting-platforms-india/A neutral guide to backtesting platforms available in India, the categories they fall into, and the four things to check before you trust any backtest result.Tue, 18 Aug 2026 00:00:00 GMTBest Quant Investing Tools in India (2026): Research, Backtesting and Execution Comparedhttps://tryaltys.ai/blog/best-quant-investing-platforms-india/https://tryaltys.ai/blog/best-quant-investing-platforms-india/The best quant tool in India depends on whether you need stock screening, fundamental backtesting, portfolio construction or broker execution. Here is a fair comparison.Tue, 18 Aug 2026 00:00:00 GMTBuilding a Factor Scorecard: Turning Definitions Into a Repeatable Scorehttps://tryaltys.ai/blog/building-a-factor-scorecard/https://tryaltys.ai/blog/building-a-factor-scorecard/A factor scorecard converts factor definitions into one comparable number per stock. Here is how to build one that is precise, point-in-time, and honest about what it cannot see.Tue, 18 Aug 2026 00:00:00 GMTBuilding an Exit Framework: How a Rules-Based Sell Discipline Is Designedhttps://tryaltys.ai/blog/building-an-exit-framework/https://tryaltys.ai/blog/building-an-exit-framework/An exit framework is the written set of conditions under which a position is reviewed or reduced. Here is how one is designed, documented and reviewed, without prescribing any rule.Tue, 18 Aug 2026 00:00:00 GMTBulk and Block Deals Explained: What the Data Shows and What It Hideshttps://tryaltys.ai/blog/bulk-and-block-deals-explained/https://tryaltys.ai/blog/bulk-and-block-deals-explained/Bulk and block deals are large exchange-disclosed trades in Indian stocks. Here is what each one is, how the disclosure regime works, and how to read the data honestly.Tue, 18 Aug 2026 00:00:00 GMTBuy and Hold vs Strategy Returns: The Baseline Every Backtest Must Beathttps://tryaltys.ai/blog/buy-and-hold-vs-strategy-returns/https://tryaltys.ai/blog/buy-and-hold-vs-strategy-returns/Buy and hold return is the benchmark result you would have earned doing nothing. It is the honest baseline for any strategy, and it is a hard bar to clear.Tue, 18 Aug 2026 00:00:00 GMTCAGR vs XIRR vs Absolute Returns: Which One Is Correct?https://tryaltys.ai/blog/cagr-vs-xirr-vs-absolute-returns/https://tryaltys.ai/blog/cagr-vs-xirr-vs-absolute-returns/Absolute return measures total change, CAGR annualises a single lumpsum, and XIRR annualises a series of irregular cashflows. Cashflow timing decides which is correct.Tue, 18 Aug 2026 00:00:00 GMTCommon Backtesting Mistakes That Make Results Look Better Than Realityhttps://tryaltys.ai/blog/common-backtesting-mistakes/https://tryaltys.ai/blog/common-backtesting-mistakes/The most common backtesting mistakes are future information leaking into past decisions, survivorship in the universe, ignored costs, and testing so many variations that something looks good by luck.Tue, 18 Aug 2026 00:00:00 GMTConcentration Risk in Portfolios: Measuring It by Position, Sector and Factorhttps://tryaltys.ai/blog/concentration-risk-in-portfolios/https://tryaltys.ai/blog/concentration-risk-in-portfolios/Concentration risk is the exposure that comes from too much of a portfolio depending on one thing. It is measured at position, sector and factor level, and the three disagree.Tue, 18 Aug 2026 00:00:00 GMTCorporate Actions and Adjusted Prices: Why Price History Must Be Restatedhttps://tryaltys.ai/blog/corporate-actions-and-adjusted-prices/https://tryaltys.ai/blog/corporate-actions-and-adjusted-prices/Splits, bonuses, rights issues and dividends change the share count or pay cash out, so raw price history breaks. Here is how adjustment works and where it still misleads.Tue, 18 Aug 2026 00:00:00 GMTCorrelation Matrix in Portfolios: How to Read One, and Why Correlations Rise in a Crisishttps://tryaltys.ai/blog/correlation-matrix-in-portfolios/https://tryaltys.ai/blog/correlation-matrix-in-portfolios/A correlation matrix shows how closely each pair of holdings moves together. Reading one well means watching the pairs, the period, and how correlations behave under stress.Tue, 18 Aug 2026 00:00:00 GMTDiversification: How Many Stocks Does a Portfolio Need?https://tryaltys.ai/blog/diversification-how-many-stocks/https://tryaltys.ai/blog/diversification-how-many-stocks/Diversification research shows stock-specific risk falls sharply with the first several holdings and slowly after that, but the count alone never determines how diversified a portfolio is.Tue, 18 Aug 2026 00:00:00 GMTDownside Deviation Explained: Measuring Only the Volatility That Hurtshttps://tryaltys.ai/blog/downside-deviation-explained/https://tryaltys.ai/blog/downside-deviation-explained/Downside deviation measures how far returns fall below a chosen minimum, ignoring upside variation entirely. It is the denominator that makes the Sortino ratio different from Sharpe.Tue, 18 Aug 2026 00:00:00 GMTDrawdown Recovery Analysis: Underwater Curves and the Arithmetic of Losseshttps://tryaltys.ai/blog/drawdown-recovery-analysis/https://tryaltys.ai/blog/drawdown-recovery-analysis/Drawdown recovery analysis measures how long a portfolio stays below its previous peak, not just how far it fell, because time underwater is what investors actually endure.Tue, 18 Aug 2026 00:00:00 GMTEqual Weight vs Market-Cap Weight: Two Default Schemes, Two Different Portfolioshttps://tryaltys.ai/blog/equal-weight-vs-market-cap-weight/https://tryaltys.ai/blog/equal-weight-vs-market-cap-weight/Equal weight and market-cap weight are the two default weighting schemes. They hold the same names but produce very different size tilts, turnover and concentration.Tue, 18 Aug 2026 00:00:00 GMTExpense Ratio Impact on Returns: The Arithmetic of a Recurring Feehttps://tryaltys.ai/blog/expense-ratio-impact-on-returns/https://tryaltys.ai/blog/expense-ratio-impact-on-returns/The expense ratio is deducted daily from NAV, so it never appears as a bill. Over long horizons the drag compounds. Here is the arithmetic, shown neutrally, and its limits.Tue, 18 Aug 2026 00:00:00 GMTFactor Crowding Explained: When Too Much Money Chases the Same Signalhttps://tryaltys.ai/blog/factor-crowding-explained/https://tryaltys.ai/blog/factor-crowding-explained/Factor crowding is what happens when many investors hold the same factor exposure at once. It raises valuations, correlates positions, and makes unwinds sharper.Tue, 18 Aug 2026 00:00:00 GMTFactor Cyclicality and Drawdowns: Sizing for the Droughtshttps://tryaltys.ai/blog/factor-cyclicality-and-drawdowns/https://tryaltys.ai/blog/factor-cyclicality-and-drawdowns/Factors go through long periods of underperformance. Factor cyclicality analysis measures how deep and how long those droughts run, so position sizing and governance can survive them.Tue, 18 Aug 2026 00:00:00 GMTFactor Exposure Analysis: What Your Portfolio Is Actually Exposed Tohttps://tryaltys.ai/blog/factor-exposure-analysis/https://tryaltys.ai/blog/factor-exposure-analysis/Factor exposure analysis measures which characteristics, such as value, quality, momentum or size, actually drive a portfolio, using holdings-based scores or returns-based regression.Tue, 18 Aug 2026 00:00:00 GMTFactor Investing in India: What Factors Are and How They Are Measuredhttps://tryaltys.ai/blog/factor-investing-in-india/https://tryaltys.ai/blog/factor-investing-in-india/Factor investing groups stocks by measurable characteristics such as value, momentum, quality, size and low volatility, then studies how those groups behave over time.Tue, 18 Aug 2026 00:00:00 GMTFII and DII Flows Explained: Who They Are and What the Data Showshttps://tryaltys.ai/blog/fii-dii-flows-explained/https://tryaltys.ai/blog/fii-dii-flows-explained/FII and DII flow data records what foreign and domestic institutions bought and sold each day in India's cash market. Who they are, where it is published, and its limits.Tue, 18 Aug 2026 00:00:00 GMTFree Float Market Cap Explained: Why Indices Use Ithttps://tryaltys.ai/blog/free-float-market-cap-explained/https://tryaltys.ai/blog/free-float-market-cap-explained/Free float market cap counts only the shares available to public investors, excluding promoter and locked-in holdings. Indices use it so weights reflect what is actually investable.Tue, 18 Aug 2026 00:00:00 GMTGross Profit and Loss, Explained: What Sits Between Gross and Nethttps://tryaltys.ai/blog/gross-profit-and-loss-explained/https://tryaltys.ai/blog/gross-profit-and-loss-explained/Gross P&L is the raw result of trades before costs. Net P&L is what reaches the account. The gap is brokerage, taxes, exchange charges, slippage and financing, and it is not small.Tue, 18 Aug 2026 00:00:00 GMTHow Indian Stock Indices Are Constructedhttps://tryaltys.ai/blog/how-indian-indices-are-constructed/https://tryaltys.ai/blog/how-indian-indices-are-constructed/Index construction in India follows a published rulebook: an eligible universe, a selection rule, free float market cap weighting, a divisor, and a periodic review cycle.Tue, 18 Aug 2026 00:00:00 GMTHow Often Should You Rebalance a Portfolio?https://tryaltys.ai/blog/how-often-should-you-rebalance/https://tryaltys.ai/blog/how-often-should-you-rebalance/Rebalancing frequency is a trade-off, not a rule. Calendar, threshold and hybrid schedules explained, with the costs, turnover and tax drag each one carries.Tue, 18 Aug 2026 00:00:00 GMTHow to Backtest a Stock Strategy in India: An End-to-End Walkthroughhttps://tryaltys.ai/blog/how-to-backtest-a-stock-strategy-in-india/https://tryaltys.ai/blog/how-to-backtest-a-stock-strategy-in-india/Backtesting a stock strategy in India means testing explicit rules on historical data that was actually knowable at each date, with realistic costs, a fair benchmark, and honest reporting.Tue, 18 Aug 2026 00:00:00 GMTHow to Identify Momentum Stocks: The Measurement Methodhttps://tryaltys.ai/blog/how-to-identify-momentum-stocks/https://tryaltys.ai/blog/how-to-identify-momentum-stocks/Momentum is identified by ranking a defined universe on risk-adjusted past return over a fixed lookback window. Here is the measurement method, step by step, with no lists.Tue, 18 Aug 2026 00:00:00 GMTHow to Read a Backtest Reporthttps://tryaltys.ai/blog/how-to-read-a-backtest-report/https://tryaltys.ai/blog/how-to-read-a-backtest-report/Read a backtest report in reverse order: setup and assumptions first, then risk and turnover, and the return figure last. Here is the sequence and the red flags.Tue, 18 Aug 2026 00:00:00 GMTHow to Read an RRG Chart: A Practical Method and Its Limitshttps://tryaltys.ai/blog/how-to-read-an-rrg-chart/https://tryaltys.ai/blog/how-to-read-an-rrg-chart/Read an RRG in a fixed order: check the benchmark and universe first, then quadrant position, then tail direction and length, and only then form a view.Tue, 18 Aug 2026 00:00:00 GMTHow to Read FII and DII Data Without Misreading the Markethttps://tryaltys.ai/blog/how-to-use-fii-dii-data/https://tryaltys.ai/blog/how-to-use-fii-dii-data/FII and DII data is best used as slow context, not a daily signal. Learn which Indian flow dataset to use, how to chart it and which claims it cannot support.Tue, 18 Aug 2026 00:00:00 GMTIn-Sample vs Out-of-Sample Testing: The Minimum Honest Backtest Checkhttps://tryaltys.ai/blog/in-sample-vs-out-of-sample-testing/https://tryaltys.ai/blog/in-sample-vs-out-of-sample-testing/In-sample data is where a strategy is built and tuned. Out-of-sample data is held back and used once to judge it. Splitting the two is the least you can do to avoid fooling yourself.Tue, 18 Aug 2026 00:00:00 GMTIndex Funds vs ETFs in India: Structure, Tracking and Costshttps://tryaltys.ai/blog/index-funds-vs-etfs-in-india/https://tryaltys.ai/blog/index-funds-vs-etfs-in-india/Index funds and ETFs can track the same index but differ in how you transact, how price relates to NAV, what you pay, and where tracking difference comes from.Tue, 18 Aug 2026 00:00:00 GMTIndex Rebalancing in India: What Changes, When and Why It Mattershttps://tryaltys.ai/blog/index-rebalancing-explained/https://tryaltys.ai/blog/index-rebalancing-explained/How Indian index rebalancing works, why constituents and weights change, and what implementation dates, passive flows and tracking error mean.Tue, 18 Aug 2026 00:00:00 GMTInsider Trading Disclosures in India: What SAST and PIT Filings Actually Showhttps://tryaltys.ai/blog/insider-trading-disclosures-india/https://tryaltys.ai/blog/insider-trading-disclosures-india/Insider disclosures are mandatory filings of trades by promoters, directors and designated persons under SEBI's PIT and SAST regimes, published through the stock exchanges.Tue, 18 Aug 2026 00:00:00 GMTAn IPO Analysis Framework: How to Read a DRHP Section by Sectionhttps://tryaltys.ai/blog/ipo-analysis-framework/https://tryaltys.ai/blog/ipo-analysis-framework/A structured framework for analysing an Indian IPO from its DRHP: what each section contains, what to extract, and where the document is designed to be least informative.Tue, 18 Aug 2026 00:00:00 GMTKalpi Alternatives for Deep Fundamental Research in Indiahttps://tryaltys.ai/blog/kalpi-alternative-india/https://tryaltys.ai/blog/kalpi-alternative-india/Kalpi is an India-focused platform for building, backtesting and running rule-based baskets. Here is where it fits, and a research-first alternative for professional desks.Tue, 18 Aug 2026 00:00:00 GMTLiquidity Constraints in Backtesting: Why a Paper Strategy Cannot Always Be Filledhttps://tryaltys.ai/blog/liquidity-constraints-in-backtesting/https://tryaltys.ai/blog/liquidity-constraints-in-backtesting/Liquidity constraints decide whether a backtested trade could actually have happened. A guide to volume caps, capacity, thin stocks and the filters that keep a test honest.Tue, 18 Aug 2026 00:00:00 GMTMarket Breadth Indicators: A Health Check on a Rally, and Its Limitshttps://tryaltys.ai/blog/market-breadth-indicators/https://tryaltys.ai/blog/market-breadth-indicators/Market breadth measures how many stocks are participating in a market move rather than how far the index went. What the main breadth indicators are, how they are built, and where they mislead.Tue, 18 Aug 2026 00:00:00 GMTMomentum Investing in India: How It Is Practised, and Where It Hurtshttps://tryaltys.ai/blog/momentum-investing-in-india/https://tryaltys.ai/blog/momentum-investing-in-india/Momentum investing buys what has already been going up, on a rule rather than a view. Here is how momentum is defined, how it is run in India, and its real risks.Tue, 18 Aug 2026 00:00:00 GMTMonte Carlo Simulation in Investing: What It Adds and Where It Breakshttps://tryaltys.ai/blog/monte-carlo-simulation-in-investing/https://tryaltys.ai/blog/monte-carlo-simulation-in-investing/Monte Carlo simulation runs thousands of randomised paths to turn uncertain inputs into a distribution of outcomes, and inherits every flaw in the assumptions behind it.Tue, 18 Aug 2026 00:00:00 GMTMulti-Factor Investing Explained: Blending vs Integratinghttps://tryaltys.ai/blog/multi-factor-investing-explained/https://tryaltys.ai/blog/multi-factor-investing-explained/Multi-factor investing combines several return drivers such as value, quality, momentum and low volatility into one portfolio, either by blending sleeves or by integrating scores.Tue, 18 Aug 2026 00:00:00 GMTNifty 50 vs Nifty 500: Coverage, Concentration and What Each Representshttps://tryaltys.ai/blog/nifty-50-vs-nifty-500/https://tryaltys.ai/blog/nifty-50-vs-nifty-500/The Nifty 50 holds 50 large, highly liquid companies. The Nifty 500 covers 500. One is a headline gauge, the other a broad market proxy, and their concentration differs sharply.Tue, 18 Aug 2026 00:00:00 GMTPMS vs Mutual Funds vs Stock Baskets: Structure, Costs and Transparencyhttps://tryaltys.ai/blog/pms-vs-mutual-funds-vs-stock-baskets/https://tryaltys.ai/blog/pms-vs-mutual-funds-vs-stock-baskets/PMS, mutual funds and stock baskets differ in who legally holds the securities, minimum size, fee structure, tax treatment and disclosure. An even-handed structural comparison.Tue, 18 Aug 2026 00:00:00 GMTPortfolio Construction Basics: From an Idea List to an Actual Portfoliohttps://tryaltys.ai/blog/portfolio-construction-basics/https://tryaltys.ai/blog/portfolio-construction-basics/Portfolio construction is the step that turns a list of researched ideas into weights, constraints and a rebalancing rule. Here is what each decision does and what it costs.Tue, 18 Aug 2026 00:00:00 GMTPortfolio Dividend Yield: How It Is Computed and What It Does Not Promisehttps://tryaltys.ai/blog/portfolio-dividend-yield/https://tryaltys.ai/blog/portfolio-dividend-yield/Portfolio dividend yield is the income a portfolio's holdings paid over the past year, divided by portfolio value. It is a backward-looking ratio, not a promised rate.Tue, 18 Aug 2026 00:00:00 GMTPortfolio Drawdown Management: Planning for Losses Before They Happenhttps://tryaltys.ai/blog/portfolio-drawdown-management/https://tryaltys.ai/blog/portfolio-drawdown-management/Drawdown management is the discipline of deciding in advance how a portfolio responds to losses. Here is how teams size, document and stress-test that plan before it is needed.Tue, 18 Aug 2026 00:00:00 GMTPortfolio and Backtest Metrics, Explained: The Complete Guidehttps://tryaltys.ai/blog/portfolio-metrics-explained/https://tryaltys.ai/blog/portfolio-metrics-explained/A plain-language guide to the metrics behind portfolio and strategy analysis: risk-adjusted returns, drawdown, factors, backtesting, and the market data behind them.Tue, 18 Aug 2026 00:00:00 GMTPortfolio P/E and P/B Ratio: How Portfolio Valuation Is Aggregatedhttps://tryaltys.ai/blog/portfolio-pe-and-pb-ratio/https://tryaltys.ai/blog/portfolio-pe-and-pb-ratio/Portfolio P/E and P/B summarise how expensive a whole portfolio looks. The aggregation method, weighted average versus harmonic versus aggregate, changes the answer materially.Tue, 18 Aug 2026 00:00:00 GMTPortfolio Review Checklist: A Structure for the Periodic Reviewhttps://tryaltys.ai/blog/portfolio-review-checklist/https://tryaltys.ai/blog/portfolio-review-checklist/A portfolio review checklist is a fixed agenda run at a set interval covering records, positions, structure, performance and process, so every review asks the same questions.Tue, 18 Aug 2026 00:00:00 GMTPortfolio Turnover Explained: What Drives It, and What It Costshttps://tryaltys.ai/blog/portfolio-turnover-explained/https://tryaltys.ai/blog/portfolio-turnover-explained/Portfolio turnover measures how much of a portfolio was traded over a year. It drives transaction costs and the timing of taxable gains, so it belongs next to every return figure.Tue, 18 Aug 2026 00:00:00 GMTPosition Sizing Methods: Equal Weight, Conviction Weight and Risk Parityhttps://tryaltys.ai/blog/position-sizing-methods/https://tryaltys.ai/blog/position-sizing-methods/Position sizing decides how much capital each holding gets. Equal weight, conviction weight and risk parity are the main methods, and each buys a different trade-off.Tue, 18 Aug 2026 00:00:00 GMTQuant Investing in India: The State of It, Plainlyhttps://tryaltys.ai/blog/quant-investing-in-india/https://tryaltys.ai/blog/quant-investing-in-india/Quant investing means decisions driven by measured data and explicit models. Here is what that looks like in India today, the data realities, and the honest limits.Tue, 18 Aug 2026 00:00:00 GMTQuant Research Tools for PMS and AIF Desks: What Changes at Institutional Scalehttps://tryaltys.ai/blog/quant-research-tools-for-pms-and-aif/https://tryaltys.ai/blog/quant-research-tools-for-pms-and-aif/PMS, AIF and family office desks need point-in-time fundamentals, source-linked auditability, compliance-ready reporting and team workflow, not just a retail quant toolkit.Tue, 18 Aug 2026 00:00:00 GMTRebalancing Frequency and Backtest Results: How Often You Trade Changes What You Measurehttps://tryaltys.ai/blog/rebalancing-frequency-and-backtest-results/https://tryaltys.ai/blog/rebalancing-frequency-and-backtest-results/Rebalancing frequency changes turnover, cost and signal decay all at once. A guide to why backtest results move with frequency and how to test frequency without fooling yourself.Tue, 18 Aug 2026 00:00:00 GMTRebalancing Methods Compared: The Mechanics of Each Approachhttps://tryaltys.ai/blog/rebalancing-methods-compared/https://tryaltys.ai/blog/rebalancing-methods-compared/Rebalancing methods compared: full restore to target, band-edge trades, cashflow rebalancing, buy-only tilts and risk-based schemes, with the mechanics and trade-offs of each.Tue, 18 Aug 2026 00:00:00 GMTRelative Rotation Graph (RRG) Explained: The Four Quadrants, RS-Ratio and RS-Momentumhttps://tryaltys.ai/blog/relative-rotation-graph-rrg-explained/https://tryaltys.ai/blog/relative-rotation-graph-rrg-explained/A Relative Rotation Graph plots securities against a common benchmark on two axes, relative strength and the momentum of that relative strength, sorting them into four quadrants.Tue, 18 Aug 2026 00:00:00 GMTRelative Strength Explained: Measuring Performance Against a Benchmarkhttps://tryaltys.ai/blog/relative-strength-explained/https://tryaltys.ai/blog/relative-strength-explained/Relative strength compares a security's performance to a benchmark rather than to zero. Here is how the ratio is computed, how it differs from absolute momentum, and its limits.Tue, 18 Aug 2026 00:00:00 GMTRisk Adjusted Returns Explained: Why Raw Return Is Never the Whole Answerhttps://tryaltys.ai/blog/risk-adjusted-returns-explained/https://tryaltys.ai/blog/risk-adjusted-returns-explained/A risk adjusted return measures how much return was earned per unit of risk taken. It exists because two portfolios with the same return can involve completely different risk.Tue, 18 Aug 2026 00:00:00 GMTRolling Returns Explained: Why They Beat Point-to-Point Returnshttps://tryaltys.ai/blog/rolling-returns-explained/https://tryaltys.ai/blog/rolling-returns-explained/Rolling returns measure performance over every possible window of a chosen length, not one start and end date. They expose consistency that a single headline number hides.Tue, 18 Aug 2026 00:00:00 GMTRule-Based Investing Platforms Compared: The Axes That Actually Matterhttps://tryaltys.ai/blog/rule-based-investing-platforms-compared/https://tryaltys.ai/blog/rule-based-investing-platforms-compared/A fair comparison of India's rule-based and systematic investing platforms, including Kalpi and smallcase, on data depth, point-in-time history, backtest realism, execution and audience.Tue, 18 Aug 2026 00:00:00 GMTScenario Analysis Explained: Building Coherent Futures, Not One Forecasthttps://tryaltys.ai/blog/scenario-analysis-explained/https://tryaltys.ai/blog/scenario-analysis-explained/Scenario analysis replaces a single point forecast with a small set of internally consistent futures, each with its own assumptions, so you can see how a view breaks.Tue, 18 Aug 2026 00:00:00 GMTIndian IT Stock Seasonality: What Historical Returns Really Showhttps://tryaltys.ai/blog/seasonality-analysis-in-indian-markets/https://tryaltys.ai/blog/seasonality-analysis-in-indian-markets/A rigorous guide to monthly seasonality in Indian IT stocks, including sample size, total-return data, survivorship, dispersion and out-of-sample testing.Tue, 18 Aug 2026 00:00:00 GMTSector Rotation Strategy in India: How Rotation Is Measured and Analysedhttps://tryaltys.ai/blog/sector-rotation-strategy-india/https://tryaltys.ai/blog/sector-rotation-strategy-india/Sector rotation is the observation that leadership moves between sectors over time. This is how rotation is measured in Indian markets, and where the analysis breaks down.Tue, 18 Aug 2026 00:00:00 GMTSensitivity Analysis Explained: Which Assumption Actually Moves the Answerhttps://tryaltys.ai/blog/sensitivity-analysis-explained/https://tryaltys.ai/blog/sensitivity-analysis-explained/Sensitivity analysis changes one input at a time to see how much the output moves, revealing which assumptions carry a model and which barely matter at all.Tue, 18 Aug 2026 00:00:00 GMTSharpe vs Sortino vs Calmar: Which Risk-Adjusted Ratio Answers Which Question?https://tryaltys.ai/blog/sharpe-vs-sortino-vs-calmar/https://tryaltys.ai/blog/sharpe-vs-sortino-vs-calmar/Sharpe, Sortino and Calmar all divide return by risk, but each defines risk differently: total volatility, downside volatility, and worst peak-to-trough loss.Tue, 18 Aug 2026 00:00:00 GMTShort-Term vs Long-Term Capital Gains in India: The Structure, Explainedhttps://tryaltys.ai/blog/short-term-vs-long-term-capital-gains-india/https://tryaltys.ai/blog/short-term-vs-long-term-capital-gains-india/Indian tax law splits capital gains into short-term and long-term based on holding period, and taxes them differently. Here is how that structure works, in plain language.Tue, 18 Aug 2026 00:00:00 GMTSlippage and Impact Cost: The Gap Between the Modelled Price and the Real Onehttps://tryaltys.ai/blog/slippage-and-impact-cost/https://tryaltys.ai/blog/slippage-and-impact-cost/Slippage is the difference between the price a backtest assumes and the price a trade actually gets. A guide to spread, delay and market impact, and how to model each.Tue, 18 Aug 2026 00:00:00 GMTSmart Beta Funds in India: What They Are and How to Evaluate Onehttps://tryaltys.ai/blog/smart-beta-funds-in-india/https://tryaltys.ai/blog/smart-beta-funds-in-india/Smart beta funds track a rules-based index built on factors like value, momentum, quality or low volatility. Here is the Indian menu and how to assess one honestly.Tue, 18 Aug 2026 00:00:00 GMTSPIVA India Explained: What the Scorecard Measures and How to Read Ithttps://tryaltys.ai/blog/spiva-india-explained/https://tryaltys.ai/blog/spiva-india-explained/SPIVA compares active fund returns against a designated benchmark index, corrected for survivorship and measured net of fees. Here is the methodology and its honest limits.Tue, 18 Aug 2026 00:00:00 GMTStock Basket Platforms in India: How the Category Workshttps://tryaltys.ai/blog/stock-basket-platforms-india/https://tryaltys.ai/blog/stock-basket-platforms-india/Stock baskets let you buy a themed or rule-based portfolio of shares held in your own demat account. Here is how the category works, who the main platforms are, and what to check.Tue, 18 Aug 2026 00:00:00 GMTStress Testing a Portfolio: Historical and Hypothetical Shockshttps://tryaltys.ai/blog/stress-testing-a-portfolio/https://tryaltys.ai/blog/stress-testing-a-portfolio/Stress testing asks what a portfolio would do under a severe but conceivable shock, using either a replayed historical episode or a designed hypothetical one.Tue, 18 Aug 2026 00:00:00 GMTSurvivorship Bias in Backtests: Why Today's Index Lies About the Pasthttps://tryaltys.ai/blog/survivorship-bias-in-backtests/https://tryaltys.ai/blog/survivorship-bias-in-backtests/Survivorship bias is testing a strategy on companies that survived to today. Delisted, merged, and dropped names disappear from the sample, so historical results improve for reasons unrelated to the strategy.Tue, 18 Aug 2026 00:00:00 GMTSystematic vs Discretionary Investing: An Honest Comparisonhttps://tryaltys.ai/blog/systematic-vs-discretionary-investing/https://tryaltys.ai/blog/systematic-vs-discretionary-investing/Systematic investing applies a fixed rule to every case; discretionary investing judges each case on its merits. Here is what each is genuinely good and bad at.Tue, 18 Aug 2026 00:00:00 GMTTax on Portfolio Rebalancing in India: How the Cost Actually Workshttps://tryaltys.ai/blog/tax-on-portfolio-rebalancing-india/https://tryaltys.ai/blog/tax-on-portfolio-rebalancing-india/Rebalancing means selling, and selling in India creates a capital gains event. Here is how the tax structure, transaction charges and lot accounting turn a portfolio adjustment into a real cost.Tue, 18 Aug 2026 00:00:00 GMTTotal Return Index vs Price Index: Why TRI Is the Fair Comparisonhttps://tryaltys.ai/blog/total-return-index-vs-price-index/https://tryaltys.ai/blog/total-return-index-vs-price-index/A price index tracks only price movement. A total return index adds dividends back in. Comparing a fund's returns to a price index quietly overstates its performance.Tue, 18 Aug 2026 00:00:00 GMTTracking a Model Portfolio: Model Versus Actual, Drift and Record-Keepinghttps://tryaltys.ai/blog/tracking-a-model-portfolio/https://tryaltys.ai/blog/tracking-a-model-portfolio/A model portfolio is the intended holdings on paper. Tracking it means keeping a dated record of the model, comparing it with actual accounts, and explaining every gap.Tue, 18 Aug 2026 00:00:00 GMTTransaction Costs in Backtests: Brokerage, STT, Stamp Duty and GSThttps://tryaltys.ai/blog/transaction-costs-in-backtests/https://tryaltys.ai/blog/transaction-costs-in-backtests/Transaction costs turn a paper strategy into a real one. A guide to the categories of Indian trading cost, how to model them in a backtest, and how turnover multiplies the drag.Tue, 18 Aug 2026 00:00:00 GMTUpside and Downside Capture Ratio, Explainedhttps://tryaltys.ai/blog/upside-downside-capture-ratio/https://tryaltys.ai/blog/upside-downside-capture-ratio/Upside and downside capture ratios measure how much of a benchmark's gains and losses a portfolio picked up. Read as a pair, they describe a portfolio's asymmetry.Tue, 18 Aug 2026 00:00:00 GMTVolatility and Standard Deviation Explained: What They Really Measurehttps://tryaltys.ai/blog/volatility-and-standard-deviation-explained/https://tryaltys.ai/blog/volatility-and-standard-deviation-explained/Volatility is the standard deviation of returns, a measure of how widely returns scatter around their average. It captures variability, which is not the same thing as risk.Tue, 18 Aug 2026 00:00:00 GMTWalk-Forward Analysis Explained: Rolling Re-Estimation as a Stricter Testhttps://tryaltys.ai/blog/walk-forward-analysis-explained/https://tryaltys.ai/blog/walk-forward-analysis-explained/Walk-forward analysis fits a strategy on a past window, applies it to the next unseen window, then rolls forward and repeats. It is a harder test than a single out-of-sample split.Tue, 18 Aug 2026 00:00:00 GMTWhat-If Analysis in Financial Models: Structuring It So It Changes a Decisionhttps://tryaltys.ai/blog/what-if-analysis-in-financial-models/https://tryaltys.ai/blog/what-if-analysis-in-financial-models/What-if analysis tests how a model responds to changed assumptions. Done well it is decision useful, done badly it produces a wall of numbers nobody acts on.Tue, 18 Aug 2026 00:00:00 GMTWhat Is Alpha in Investing? Return Beyond the Benchmark, Explainedhttps://tryaltys.ai/blog/what-is-alpha-in-investing/https://tryaltys.ai/blog/what-is-alpha-in-investing/Alpha is the return a portfolio earned beyond what its benchmark exposure and risk already explain. It is a residual, and it depends entirely on the benchmark chosen.Tue, 18 Aug 2026 00:00:00 GMTWhat Is Beta in Investing? Sensitivity to the Market, Explainedhttps://tryaltys.ai/blog/what-is-beta-in-investing/https://tryaltys.ai/blog/what-is-beta-in-investing/Beta measures how much a stock or portfolio tends to move when the market moves. It is estimated by regression against an index and is routinely misread as a quality score.Tue, 18 Aug 2026 00:00:00 GMTWhat Is CAGR? Compound Annual Growth Rate, Explainedhttps://tryaltys.ai/blog/what-is-cagr/https://tryaltys.ai/blog/what-is-cagr/CAGR is the compound annual growth rate: the single steady yearly rate that would take a starting value to an ending value. It smooths the path completely.Tue, 18 Aug 2026 00:00:00 GMTWhat Is the Calmar Ratio? Return Measured Against Maximum Drawdownhttps://tryaltys.ai/blog/what-is-calmar-ratio/https://tryaltys.ai/blog/what-is-calmar-ratio/The Calmar ratio divides annualised return by the worst peak-to-trough fall over the same period. It is a pain-adjusted measure of whether the return justified the depth.Tue, 18 Aug 2026 00:00:00 GMTWhat Is the Information Ratio? Active Return per Unit of Tracking Errorhttps://tryaltys.ai/blog/what-is-information-ratio/https://tryaltys.ai/blog/what-is-information-ratio/The information ratio divides a portfolio's return above its benchmark by the volatility of that difference. It measures consistency of outperformance, not its size.Tue, 18 Aug 2026 00:00:00 GMTWhat Is Maximum Drawdown? The Largest Peak to Trough Fall, Explainedhttps://tryaltys.ai/blog/what-is-maximum-drawdown/https://tryaltys.ai/blog/what-is-maximum-drawdown/Maximum drawdown is the largest fall from a portfolio's peak value to the lowest point that follows. It measures the worst loss an investor actually had to sit through.Tue, 18 Aug 2026 00:00:00 GMTWhat Is Overfitting in Backtesting? Curve-Fitting, Parameters and How to Detect Ithttps://tryaltys.ai/blog/what-is-overfitting-in-backtesting/https://tryaltys.ai/blog/what-is-overfitting-in-backtesting/Overfitting in backtesting is tuning a strategy until it describes the noise in one sample of history rather than any durable pattern. It looks like a great result and behaves like a coin flip.Tue, 18 Aug 2026 00:00:00 GMTWhat Is Profit Factor? Gross Profit Over Gross Loss, Explainedhttps://tryaltys.ai/blog/what-is-profit-factor/https://tryaltys.ai/blog/what-is-profit-factor/Profit factor is total gross profit from winning trades divided by total gross loss from losing trades. It shows how many rupees a strategy won per rupee it lost.Tue, 18 Aug 2026 00:00:00 GMTWhat Is R-Squared in Investing? How Much of a Portfolio the Benchmark Explainshttps://tryaltys.ai/blog/what-is-r-squared-in-investing/https://tryaltys.ai/blog/what-is-r-squared-in-investing/R-squared measures what share of a portfolio's return movement is explained by its benchmark. It runs from zero to one and decides whether alpha and beta mean anything.Tue, 18 Aug 2026 00:00:00 GMTWhat Is Rule-Based Investing? Rules, Discretion, and What Rules Actually Buy Youhttps://tryaltys.ai/blog/what-is-rule-based-investing/https://tryaltys.ai/blog/what-is-rule-based-investing/Rule-based investing means the decision is made by a written rule applied consistently, not by judgement on the day. Here is what that buys you, and what it costs.Tue, 18 Aug 2026 00:00:00 GMTWhat Is the Sharpe Ratio? Excess Return per Unit of Risk, Explainedhttps://tryaltys.ai/blog/what-is-sharpe-ratio/https://tryaltys.ai/blog/what-is-sharpe-ratio/The Sharpe ratio measures how much return a portfolio earned above the risk-free rate for each unit of total volatility it took on. Higher is generally better.Tue, 18 Aug 2026 00:00:00 GMTWhat Is the Sortino Ratio? Return per Unit of Downside Riskhttps://tryaltys.ai/blog/what-is-sortino-ratio/https://tryaltys.ai/blog/what-is-sortino-ratio/The Sortino ratio divides excess return by downside deviation instead of total volatility, so only losses count as risk. It is the fairer measure for asymmetric strategies.Tue, 18 Aug 2026 00:00:00 GMTWhat Is the Low Volatility Factor? The Low Vol Anomaly, Explainedhttps://tryaltys.ai/blog/what-is-the-low-volatility-factor/https://tryaltys.ai/blog/what-is-the-low-volatility-factor/The low volatility factor tilts a portfolio towards steadier stocks. It exists because calmer shares have historically not been punished the way risk theory expected.Tue, 18 Aug 2026 00:00:00 GMTWhat Is the Momentum Factor? Lookback Windows and Crash Riskhttps://tryaltys.ai/blog/what-is-the-momentum-factor/https://tryaltys.ai/blog/what-is-the-momentum-factor/The momentum factor ranks stocks by their own past price trend over a lookback window, usually skipping the most recent month, and holds the strongest performers.Tue, 18 Aug 2026 00:00:00 GMTWhat Is the Quality Factor? Profitability, Stability and Leveragehttps://tryaltys.ai/blog/what-is-the-quality-factor/https://tryaltys.ai/blog/what-is-the-quality-factor/The quality factor ranks stocks on measurable business characteristics: profitability, earnings stability and balance sheet strength, then holds the highest scoring names.Tue, 18 Aug 2026 00:00:00 GMTWhat Is the Size Factor? The Small Cap Premium and Its Caveatshttps://tryaltys.ai/blog/what-is-the-size-factor/https://tryaltys.ai/blog/what-is-the-size-factor/The size factor tilts a portfolio towards smaller companies. The historical small cap premium is real in the data but heavily qualified by liquidity, survivorship and cost.Tue, 18 Aug 2026 00:00:00 GMTWhat Is the Value Factor? Cheapness Measures and Value Trapshttps://tryaltys.ai/blog/what-is-the-value-factor/https://tryaltys.ai/blog/what-is-the-value-factor/The value factor ranks stocks by how cheap the price looks against a fundamental anchor such as earnings, book value, sales or cash flow, then holds the cheapest slice.Tue, 18 Aug 2026 00:00:00 GMTWhat Is Tracking Error? How Far a Portfolio Drifts From Its Benchmarkhttps://tryaltys.ai/blog/what-is-tracking-error/https://tryaltys.ai/blog/what-is-tracking-error/Tracking error measures how much a portfolio's returns vary from its benchmark's returns. It is the standard deviation of the return difference, usually stated per year.Tue, 18 Aug 2026 00:00:00 GMTWhat Is the Treynor Ratio? Excess Return per Unit of Market Riskhttps://tryaltys.ai/blog/what-is-treynor-ratio/https://tryaltys.ai/blog/what-is-treynor-ratio/The Treynor ratio divides excess return by beta rather than by total volatility, so it measures reward per unit of market risk alone. Useful for portfolios held inside a larger whole.Tue, 18 Aug 2026 00:00:00 GMTWhat Is Value at Risk? VaR in Plain Language, and the Tail It Hideshttps://tryaltys.ai/blog/what-is-value-at-risk/https://tryaltys.ai/blog/what-is-value-at-risk/Value at Risk estimates the loss a portfolio is unlikely to exceed over a set horizon at a set confidence level. Its famous weakness is what happens beyond that threshold.Tue, 18 Aug 2026 00:00:00 GMTWhy Active Funds Underperform Their Benchmarkshttps://tryaltys.ai/blog/why-active-funds-underperform-benchmarks/https://tryaltys.ai/blog/why-active-funds-underperform-benchmarks/Active fund underperformance is mostly structural: the arithmetic of the average investor, layered costs, total return benchmarks, capacity limits, and how the comparison itself is built.Tue, 18 Aug 2026 00:00:00 GMTWhy Backtest Results Don't Repeat in Live Investinghttps://tryaltys.ai/blog/why-backtest-results-dont-repeat/https://tryaltys.ai/blog/why-backtest-results-dont-repeat/Backtest results rarely repeat live because of overfitting, regime change, crowding, and the costs a test omits. Here is what actually causes the gap and what to expect.Tue, 18 Aug 2026 00:00:00 GMTWin Rate in Investing: Why a High Hit Rate Can Still Lose Moneyhttps://tryaltys.ai/blog/win-rate-in-investing/https://tryaltys.ai/blog/win-rate-in-investing/Win rate is the share of trades or positions that ended in profit. It is easy to read and easy to misread, because it says nothing about how large the wins and losses were.Tue, 18 Aug 2026 00:00:00 GMTHow Institutional Investors Build Financial Modelshttps://tryaltys.ai/blog/how-institutional-investors-build-financial-models/https://tryaltys.ai/blog/how-institutional-investors-build-financial-models/How institutional investors turn sourced financial history, business drivers and scenarios into a reviewable model, and where spreadsheets and AI fit.Fri, 14 Aug 2026 00:00:00 GMTCan a 3% Margin Business Earn 20% ROCE? Here’s the mathhttps://tryaltys.ai/blog/high-roce-two-engines-fy26/https://tryaltys.ai/blog/high-roce-two-engines-fy26/Yes. A 3% margin can produce roughly 20% ROCE when each rupee of average capital employed generates about ₹6.70 of annual income. Here is the arithmetic.Tue, 11 Aug 2026 00:00:00 GMTHow Does USD/INR Affect Your Portfolio?https://tryaltys.ai/blog/how-usd-inr-affects-your-portfolio/https://tryaltys.ai/blog/how-usd-inr-affects-your-portfolio/USD/INR rose 9.83% in FY26. The same move can lift an exporter's rupee revenue, raise an airline's dollar-linked costs and change the INR return on foreign assets.Tue, 11 Aug 2026 00:00:00 GMTIf Everyone Has AI, Who Wins?https://tryaltys.ai/blog/if-everyone-has-ai-who-wins/https://tryaltys.ai/blog/if-everyone-has-ai-who-wins/If every investor has AI, the model stops being the edge. The advantage moves to proprietary context, reliable infrastructure, repeatable workflows, feedback loops and judgement.Tue, 11 Aug 2026 00:00:00 GMTInvesting Then vs Now: What AI Actually Changedhttps://tryaltys.ai/blog/investing-then-vs-investing-now/https://tryaltys.ai/blog/investing-then-vs-investing-now/AI did not remove the need to understand a business. It changed the unit of research from one company at a time to one sourced question across the market.Tue, 11 Aug 2026 00:00:00 GMTP/E Below 20 Worked for Me. Until It Didn’t.https://tryaltys.ai/blog/pe-under-20-until-it-didnt/https://tryaltys.ai/blog/pe-under-20-until-it-didnt/Five FY26 IT companies all traded below 20 times earnings, yet their growth, returns on capital and cash conversion were very different. The threshold was only the first question.Tue, 11 Aug 2026 00:00:00 GMTRevenue Grew 22%. So Why Did the Stock Fall 16%?https://tryaltys.ai/blog/revenue-grew-but-the-stock-fell/https://tryaltys.ai/blog/revenue-grew-but-the-stock-fell/Amber Enterprises grew FY26 revenue by 22.19%, yet its shares closed 15.61% lower in the first session after the result. The missing story was below the topline.Tue, 11 Aug 2026 00:00:00 GMTJubilant Ingrevia: The Recovery Is Real but Not Completehttps://tryaltys.ai/blog/jubilant-ingrevia-recovery-not-complete/https://tryaltys.ai/blog/jubilant-ingrevia-recovery-not-complete/Revenue and PAT remain below FY22, but margins and operating cash flow have improved from the FY24 trough. Debt is the unfinished part.Mon, 10 Aug 2026 00:00:00 GMTThe 1x P/E Illusion: When One-Time Profit Distorts Valuationhttps://tryaltys.ai/blog/one-time-gains-pe-illusion/https://tryaltys.ai/blog/one-time-gains-pe-illusion/A very low P/E can be an accounting snapshot, not a recurring valuation. Separate ongoing earnings from exceptional and discontinued gains first.Mon, 10 Aug 2026 00:00:00 GMTThe Paint Sector's ₹100 Test: Four Financial Fingerprintshttps://tryaltys.ai/blog/paint-sector-financial-fingerprints-fy26/https://tryaltys.ai/blog/paint-sector-financial-fingerprints-fy26/Four paint makers reported similar FY26 growth but very different margins and cash conversion. A three-number test shows why one metric is not enough.Mon, 10 Aug 2026 00:00:00 GMTProfit Positive, Cash Negative: Five FY26 Cases Worth Investigatinghttps://tryaltys.ai/blog/profit-positive-cash-negative-fy26/https://tryaltys.ai/blog/profit-positive-cash-negative-fy26/Positive profit with negative operating cash flow is a forensic signal, not a verdict. Five FY26 cases show the questions it should trigger.Mon, 10 Aug 2026 00:00:00 GMTSame Score, Different Stock: What Factor Ratings Can Hidehttps://tryaltys.ai/blog/same-score-different-stock-factor-ratings/https://tryaltys.ai/blog/same-score-different-stock-factor-ratings/Two stocks can reach the same composite score through opposite strengths. Read value, quality and trend separately before trusting the total.Mon, 10 Aug 2026 00:00:00 GMTWhen Profit Outruns Sales: Four Checks Before You Celebratehttps://tryaltys.ai/blog/when-profit-outruns-sales-four-checks/https://tryaltys.ai/blog/when-profit-outruns-sales-four-checks/Profit growing faster than sales can signal better economics or a temporary lift. Check the top line, margin bridge, cash and comparison base.Mon, 10 Aug 2026 00:00:00 GMTA Practical Guide to Forensic Accounting for Indian Stockshttps://tryaltys.ai/blog/a-practical-guide-to-forensic-accounting/https://tryaltys.ai/blog/a-practical-guide-to-forensic-accounting/Forensic accounting is a set of practical checks you run on reported numbers, cash versus profit, receivables and inventory, related parties, revenue timing, and auditor signals, before you trust the headline.Thu, 23 Jul 2026 00:00:00 GMTBuilding KPI Trees for Indian Companieshttps://tryaltys.ai/blog/building-kpi-trees-for-indian-companies/https://tryaltys.ai/blog/building-kpi-trees-for-indian-companies/A KPI tree connects a company's operating drivers to its financial statements as a hierarchy. Here is how to structure one, top-down, with an Indian-company shaped example.Thu, 23 Jul 2026 00:00:00 GMTBuilding Trustworthy AI for Investinghttps://tryaltys.ai/blog/building-trustworthy-ai-for-investing/https://tryaltys.ai/blog/building-trustworthy-ai-for-investing/Trustworthy financial AI rests on four disciplines: grounding every claim in filings, showing provenance, computing numbers deterministically, and knowing what it does not know.Thu, 23 Jul 2026 00:00:00 GMTCommon Modelling Mistakes Analysts Makehttps://tryaltys.ai/blog/common-modelling-mistakes-analysts-make/https://tryaltys.ai/blog/common-modelling-mistakes-analysts-make/The recurring errors that quietly ruin financial models: hardcoding, false precision, restated history, straight-lined growth, circular references, and single-case thinking, with plain fixes for each.Thu, 23 Jul 2026 00:00:00 GMTComparing Fund Manager Portfolios at Scalehttps://tryaltys.ai/blog/comparing-fund-manager-portfolios-at-scale/https://tryaltys.ai/blog/comparing-fund-manager-portfolios-at-scale/Comparing fund portfolios at scale means looking past the top holdings to overlap, active share, concentration, sector bets, and factor tilts, so you can see how two managers actually differ.Thu, 23 Jul 2026 00:00:00 GMTFinding Consensus Changes Before Earningshttps://tryaltys.ai/blog/finding-consensus-changes-before-earnings/https://tryaltys.ai/blog/finding-consensus-changes-before-earnings/Consensus changes are shifts in what the market expects a company to earn, spotted before results land. The change in expectations moves stocks more than the level.Thu, 23 Jul 2026 00:00:00 GMTHow Mutual Fund Analysts Compare Companies Within a Sectorhttps://tryaltys.ai/blog/how-mutual-fund-analysts-compare-companies/https://tryaltys.ai/blog/how-mutual-fund-analysts-compare-companies/Buy-side analysts do not rank companies on headline numbers. They normalise for accounting and structure, put businesses on a like-for-like basis, and separate quality from cheapness before ranking anything.Thu, 23 Jul 2026 00:00:00 GMTHow Portfolio Managers Monitor 100 Companies at Oncehttps://tryaltys.ai/blog/how-portfolio-managers-monitor-100-companies/https://tryaltys.ai/blog/how-portfolio-managers-monitor-100-companies/Managing 100-plus names is a triage problem, not a reading problem: rank by exception, let alerts surface what changed, rotate deep coverage, and spend attention where the thesis is under stress.Thu, 23 Jul 2026 00:00:00 GMTHow Sell-Side Analysts Forecast Revenuehttps://tryaltys.ai/blog/how-sell-side-analysts-forecast-revenue/https://tryaltys.ai/blog/how-sell-side-analysts-forecast-revenue/Sell-side analysts forecast revenue by combining top-down market sizing with bottom-up driver models, cross-checking both against management guidance and channel checks, then publishing an estimate that feeds consensus.Thu, 23 Jul 2026 00:00:00 GMTManaging Research Coverage Across Sectorshttps://tryaltys.ai/blog/managing-research-coverage-across-sectors/https://tryaltys.ai/blog/managing-research-coverage-across-sectors/How institutional teams manage research coverage across many sectors: sizing capacity, prioritising names, trading depth against breadth, and handing off cleanly so nothing important goes unwatched.Thu, 23 Jul 2026 00:00:00 GMTMeasuring Portfolio Drift: How a Portfolio Wanders From Its Mandatehttps://tryaltys.ai/blog/measuring-portfolio-drift/https://tryaltys.ai/blog/measuring-portfolio-drift/Portfolio drift is the slow, unintended shift of a portfolio away from its stated style, size, sector, and concentration limits. Here is how to measure it before it surprises you.Thu, 23 Jul 2026 00:00:00 GMTRevenue Segmentation Is Harder Than It Lookshttps://tryaltys.ai/blog/revenue-segmentation-is-harder-than-it-looks/https://tryaltys.ai/blog/revenue-segmentation-is-harder-than-it-looks/Mapping a company's revenue to its real business segments sounds like reading a table. In practice, inconsistent disclosure, shifting definitions, and reclassifications make a clean segment history genuinely hard to build.Thu, 23 Jul 2026 00:00:00 GMTStructured vs Unstructured Financial Data: Why Real Analysis Needs Bothhttps://tryaltys.ai/blog/structured-vs-unstructured-financial-data/https://tryaltys.ai/blog/structured-vs-unstructured-financial-data/Structured financial data is the neat tables. Unstructured data is the concalls, notes, and filings around them. Real analysis needs both, and the unstructured half is the hard half.Thu, 23 Jul 2026 00:00:00 GMTThe Quarter That Changes a Thesis: How One Result Can Rewrite the Storyhttps://tryaltys.ai/blog/the-quarter-that-changes-a-thesis/https://tryaltys.ai/blog/the-quarter-that-changes-a-thesis/A single quarter can invalidate or confirm an investment thesis. This is the inflection concept: what an inflection quarter looks like, the signals that mark one, and how to tell a real turn from noise.Thu, 23 Jul 2026 00:00:00 GMTWhat Changes After Every Quarterly Result: An Analyst's Update Routinehttps://tryaltys.ai/blog/what-changes-after-every-quarterly-result/https://tryaltys.ai/blog/what-changes-after-every-quarterly-result/After every quarterly result a disciplined analyst runs the same checklist: numbers versus estimate, what guidance changed, whether the thesis still holds, and which model assumptions to update.Thu, 23 Jul 2026 00:00:00 GMTWhy a Cheap Stock Can Stay Cheap: Understanding Value Trapshttps://tryaltys.ai/blog/why-a-cheap-stock-can-stay-cheap-value-traps/https://tryaltys.ai/blog/why-a-cheap-stock-can-stay-cheap-value-traps/A value trap is a stock that looks cheap on a low multiple but stays cheap because the business underneath is deteriorating. Low price and cheap are not the same thing.Thu, 23 Jul 2026 00:00:00 GMTWhy Point-in-Time Databases Are Hard to Buildhttps://tryaltys.ai/blog/why-point-in-time-databases-are-hard/https://tryaltys.ai/blog/why-point-in-time-databases-are-hard/A point-in-time database stores every financial number the way it was actually known on each past date. That sounds simple, but restatements, reclassifications, and corporate actions make it one of the hardest things in financial data.Thu, 23 Jul 2026 00:00:00 GMTWhy Restatements Break Models and Backtestshttps://tryaltys.ai/blog/why-restatements-break-models/https://tryaltys.ai/blog/why-restatements-break-models/Restatements and reclassifications quietly rewrite a company's past, so a model or backtest built on today's numbers acts on figures nobody could have seen at the time.Thu, 23 Jul 2026 00:00:00 GMTWhy Unit Economics Matter More Than Earningshttps://tryaltys.ai/blog/why-unit-economics-matter-more-than-earnings/https://tryaltys.ai/blog/why-unit-economics-matter-more-than-earnings/Unit economics show what one unit of a business earns after the cost to serve it, which reveals whether a company is healthy long before the reported profit line does.Thu, 23 Jul 2026 00:00:00 GMTWhy XBRL Isn't Enough for Real Financial Analysishttps://tryaltys.ai/blog/why-xbrl-isnt-enough/https://tryaltys.ai/blog/why-xbrl-isnt-enough/XBRL turns filings into machine-readable tags, which is genuinely useful, but tagged numbers are not the same as analysis-ready data. Here is the gap and why it matters.Thu, 23 Jul 2026 00:00:00 GMTAI Stock Screeners for Indian Stocks: What They Do, and How to Choosehttps://tryaltys.ai/blog/ai-stock-screener-india/https://tryaltys.ai/blog/ai-stock-screener-india/An AI stock screener lets you find Indian stocks by describing what you want in plain English. Here is what the category adds, where it genuinely helps, its real limits, and how Altys approaches it.Wed, 22 Jul 2026 00:00:00 GMTThe Best Mutual Fund Research Tools in India (2026), by Who They Fithttps://tryaltys.ai/blog/best-mutual-fund-research-tools-india/https://tryaltys.ai/blog/best-mutual-fund-research-tools-india/A fair, factual guide to the main mutual fund research tools in India in 2026: Value Research, Morningstar, Tickertape, Trendlyne, PrimeInvestor and more, grouped by who each one fits.Wed, 22 Jul 2026 00:00:00 GMTThe HDFC Bank Business Model Explainedhttps://tryaltys.ai/blog/hdfc-bank-business-model/https://tryaltys.ai/blog/hdfc-bank-business-model/How HDFC Bank makes money: net interest income from a large low-cost deposit base, plus fees from cards, payments, and distributing third-party products.Wed, 22 Jul 2026 00:00:00 GMTHow India's Biggest Companies Make Money: Business Models Explainedhttps://tryaltys.ai/blog/how-indian-companies-make-money/https://tryaltys.ai/blog/how-indian-companies-make-money/A running guide to how India's largest listed companies actually earn. The revenue drivers, cost structures, and economics behind banks, IT, FMCG, autos, retail, and more, in plain language.Wed, 22 Jul 2026 00:00:00 GMTThe ICICI Bank Business Model Explainedhttps://tryaltys.ai/blog/icici-bank-business-model/https://tryaltys.ai/blog/icici-bank-business-model/How ICICI Bank makes money: the spread between loan and deposit rates at the core, plus fee income and a group of insurance, broking, and asset-management subsidiaries.Wed, 22 Jul 2026 00:00:00 GMTThe Infosys Business Model Explainedhttps://tryaltys.ai/blog/infosys-business-model/https://tryaltys.ai/blog/infosys-business-model/How Infosys makes money: billing global clients for software development, maintenance, consulting, and digital work, priced on people, rates, and utilisation.Wed, 22 Jul 2026 00:00:00 GMTThe Nykaa Business Model Explainedhttps://tryaltys.ai/blog/nykaa-business-model/https://tryaltys.ai/blog/nykaa-business-model/How Nykaa makes money: an inventory-led beauty retailer with higher-margin house brands, a marketplace fashion arm, and a growing network of physical stores.Wed, 22 Jul 2026 00:00:00 GMTThe Paytm Business Model Explainedhttps://tryaltys.ai/blog/paytm-business-model/https://tryaltys.ai/blog/paytm-business-model/How Paytm makes money: high-volume payments processing and device subscriptions at the core, plus financial-services distribution and marketing services on top.Wed, 22 Jul 2026 00:00:00 GMTFuzz AI vs Altys: Comparing Indian Investment Research Workflowshttps://tryaltys.ai/blog/raise-ai-fuzz-alternative/https://tryaltys.ai/blog/raise-ai-fuzz-alternative/Compare Fuzz AI and Altys by research task: source-cited answers, point-in-time data, strategy testing, spreadsheet verification and ongoing company monitoring.Wed, 22 Jul 2026 00:00:00 GMTThe Tata Motors Business Model Explainedhttps://tryaltys.ai/blog/tata-motors-business-model/https://tryaltys.ai/blog/tata-motors-business-model/How Tata Motors makes money: commercial vehicles and passenger cars in India, an electric-vehicle push, and Jaguar Land Rover selling luxury vehicles worldwide.Wed, 22 Jul 2026 00:00:00 GMTThe TCS Business Model Explainedhttps://tryaltys.ai/blog/tcs-business-model/https://tryaltys.ai/blog/tcs-business-model/How Tata Consultancy Services makes money: billing global clients for software development, maintenance, consulting, system integration, and business-process outsourcing.Wed, 22 Jul 2026 00:00:00 GMTTickertape Alternatives for Indian Stock and Mutual Fund Analysishttps://tryaltys.ai/blog/tickertape-alternative/https://tryaltys.ai/blog/tickertape-alternative/Tickertape is an excellent, accessible analytics app for Indian stocks and mutual funds. Here is where it fits and a point-in-time, source-linked alternative for professional desks.Wed, 22 Jul 2026 00:00:00 GMTTijori Stack vs Altys: Two Different AI Research Systems for Indiahttps://tryaltys.ai/blog/tijori-stack-alternative/https://tryaltys.ai/blog/tijori-stack-alternative/Tijori Stack and Altys both ground AI research in financial evidence. The difference is how each product connects evidence to calculations, Excel audit trails, point-in-time history, backtesting and monitoring.Wed, 22 Jul 2026 00:00:00 GMTThe Trent Business Model Explainedhttps://tryaltys.ai/blog/trent-business-model/https://tryaltys.ai/blog/trent-business-model/How Trent makes money: fashion retail through Westside and the fast-growing value chain Zudio, built almost entirely on its own private-label brands, plus a grocery joint venture.Wed, 22 Jul 2026 00:00:00 GMTAftermarkets for Indian Stocks: What It Does and an India-Focused Research Alternativehttps://tryaltys.ai/blog/aftermarket-alternative/https://tryaltys.ai/blog/aftermarket-alternative/aftermarkets is a real-time NSE and BSE market intelligence tool with conviction scores and fast filing summaries. Here is a fair look at it and a deeper research alternative for India.Fri, 10 Jul 2026 00:00:00 GMTAlphaSense in India: What It Does and India-Focused Alternatives for Equity Researchhttps://tryaltys.ai/blog/alphasense-alternative-india/https://tryaltys.ai/blog/alphasense-alternative-india/What AlphaSense is, its strengths as a global market-intelligence platform, and how India-first alternatives compare for research on Indian equities and filings.Fri, 10 Jul 2026 00:00:00 GMTAnalysis Paralysis in the AI Erahttps://tryaltys.ai/blog/analysis-paralysis-in-the-ai-era/https://tryaltys.ai/blog/analysis-paralysis-in-the-ai-era/When AI makes analysis nearly free, the hard part is no longer producing it, it is deciding. Here is why more output can deepen paralysis and how to keep AI in service of a decision.Fri, 10 Jul 2026 00:00:00 GMTBest AI Stock Research Tools in India (2026): Public, Pilot and Enterprise Optionshttps://tryaltys.ai/blog/best-ai-research-tools-for-indian-stocks/https://tryaltys.ai/blog/best-ai-research-tools-for-indian-stocks/Compare Altys, Bull Run, Multibagg, Screener.in, Tijori Stack and other AI stock research tools for Indian investors and professional teams.Fri, 10 Jul 2026 00:00:00 GMTBest Investment Research Platforms for Indian Stocks (2026)https://tryaltys.ai/blog/best-equity-research-tools-in-india/https://tryaltys.ai/blog/best-equity-research-tools-in-india/Compare 14 investment research platforms for Indian stocks, including Altys, Screener.in, Bull Run, Multibagg, Trendlyne, Tijori and Bloomberg.Fri, 10 Jul 2026 00:00:00 GMTThe Best Fundamental Analysis Tools for Indian Stocks (2026)https://tryaltys.ai/blog/best-fundamental-analysis-tools-in-india/https://tryaltys.ai/blog/best-fundamental-analysis-tools-in-india/A fair, factual guide to the top fundamental analysis tools for Indian stocks in 2026: Screener.in, Tijori, Trendlyne, TIKR, and Altys, grouped by who each one fits.Fri, 10 Jul 2026 00:00:00 GMTBloomberg Terminal Alternatives for Indian Equity Researchhttps://tryaltys.ai/blog/bloomberg-terminal-alternative-india/https://tryaltys.ai/blog/bloomberg-terminal-alternative-india/Looking for a Bloomberg Terminal alternative for Indian equity research? A fair comparison of the Terminal and a focused, India-deep option for NSE and BSE analysts.Fri, 10 Jul 2026 00:00:00 GMTBuilding a Financial Model from Primary Sourceshttps://tryaltys.ai/blog/building-a-financial-model-from-primary-sources/https://tryaltys.ai/blog/building-a-financial-model-from-primary-sources/Build a model from the filings themselves: pull the reported statements, read the notes, rebuild the history, then drive it with segment and KPI assumptions.Fri, 10 Jul 2026 00:00:00 GMTBuilding an AI That Understands Financial Statementshttps://tryaltys.ai/blog/building-an-ai-that-understands-financial-statements/https://tryaltys.ai/blog/building-an-ai-that-understands-financial-statements/Understanding a financial statement is not reading its words. It means normalising the data, respecting the accounting identities, and cross-checking every number against the other statements.Fri, 10 Jul 2026 00:00:00 GMTContinuous Research Is the New Competitive Edgehttps://tryaltys.ai/blog/continuous-research-competitive-edge/https://tryaltys.ai/blog/continuous-research-competitive-edge/Research done once decays fast. The edge now belongs to desks that monitor many names continuously, so thesis-breaking events surface as they happen, not a quarter late.Fri, 10 Jul 2026 00:00:00 GMTContinuous Research vs One-Time Researchhttps://tryaltys.ai/blog/continuous-research-vs-one-time-research/https://tryaltys.ai/blog/continuous-research-vs-one-time-research/One-time research studies a company at purchase and rarely again. Continuous research watches it always. Here is the head-to-head on effort, cost, and what each one catches or misses.Fri, 10 Jul 2026 00:00:00 GMTDetecting Management Narrative Shiftshttps://tryaltys.ai/blog/detecting-management-narrative-shifts/https://tryaltys.ai/blog/detecting-management-narrative-shifts/Spot when management's story quietly changes by tracking the metric they stop mentioning, the new word that appears, and the hedge that creeps into guidance across quarters.Fri, 10 Jul 2026 00:00:00 GMTWhy Every Investment Team Will Have an AI Operating Systemhttps://tryaltys.ai/blog/every-investment-team-will-have-an-ai-operating-system/https://tryaltys.ai/blog/every-investment-team-will-have-an-ai-operating-system/Research teams will move from scattered point tools to one shared, always-on layer: clean sourced data, queryable documents, and continuous monitoring, so analysts spend their time on judgement.Fri, 10 Jul 2026 00:00:00 GMTFinancial Modelling with AI: What It Does and What Stays Humanhttps://tryaltys.ai/blog/financial-modelling-with-ai/https://tryaltys.ai/blog/financial-modelling-with-ai/AI speeds up the mechanical parts of financial modelling (gathering inputs, spreading history, checking consistency, drafting), while assumptions, judgement, and the forecast stay with you.Fri, 10 Jul 2026 00:00:00 GMTFinding Hidden Risks Before the Market Doeshttps://tryaltys.ai/blog/finding-hidden-risks-before-the-market/https://tryaltys.ai/blog/finding-hidden-risks-before-the-market/Hidden risks live in the footnotes, off-balance-sheet items, customer and supplier concentration, contingent liabilities, and working-capital creep. Here is a repeatable way to hunt for them.Fri, 10 Jul 2026 00:00:00 GMTForecasting Using Management Guidancehttps://tryaltys.ai/blog/forecasting-using-management-guidance/https://tryaltys.ai/blog/forecasting-using-management-guidance/To forecast with management guidance, read the band and the hedge, discount it by how reliably that management has hit past guidance, and combine it with your own driver work instead of copying the number.Fri, 10 Jul 2026 00:00:00 GMTFrom Reading Documents to Asking Questionshttps://tryaltys.ai/blog/from-reading-documents-to-asking-questions/https://tryaltys.ai/blog/from-reading-documents-to-asking-questions/Research is shifting from reading whole filings front to back to interrogating them with specific questions and getting sourced answers, which changes where an analyst spends time and attention.Fri, 10 Jul 2026 00:00:00 GMTHow AI Compresses a Week of Research Into an Hourhttps://tryaltys.ai/blog/how-ai-compresses-a-week-of-research-into-an-hour/https://tryaltys.ai/blog/how-ai-compresses-a-week-of-research-into-an-hour/AI collapses the grunt work of primary research, gathering, reading, and spreading numbers, from days to minutes. The judgement, the part that decides the outcome, still takes a human.Fri, 10 Jul 2026 00:00:00 GMTHow Analysts Forecast Revenue Before Earningshttps://tryaltys.ai/blog/how-analysts-forecast-revenue-before-earnings/https://tryaltys.ai/blog/how-analysts-forecast-revenue-before-earnings/Analysts forecast revenue by breaking it into drivers like price and volume, anchoring each driver to management guidance and observable signals, then building a range rather than a single number.Fri, 10 Jul 2026 00:00:00 GMTHow Hedge Funds Actually Research Companieshttps://tryaltys.ai/blog/how-hedge-funds-research-companies/https://tryaltys.ai/blog/how-hedge-funds-research-companies/Hedge funds research companies by starting from primary sources, hunting for disconfirming evidence, and building a variant view. Here is the mindset.Fri, 10 Jul 2026 00:00:00 GMTHow Professional Investors Actually Build an Investment Thesishttps://tryaltys.ai/blog/how-professional-investors-build-a-thesis/https://tryaltys.ai/blog/how-professional-investors-build-a-thesis/A thesis is a falsifiable claim about why the market is wrong. Here is the thinking that gets you there: understand the business, map revenue, isolate the drivers, and name what breaks it.Fri, 10 Jul 2026 00:00:00 GMTHow to Compare Companies Across 10 Years of Filingshttps://tryaltys.ai/blog/how-to-compare-companies-across-10-years-of-filings/https://tryaltys.ai/blog/how-to-compare-companies-across-10-years-of-filings/To compare a company across a decade, normalise for restatements, segment redefinitions, and accounting changes first, so every year is measured on the same basis before you read the trend.Fri, 10 Jul 2026 00:00:00 GMTHow Professionals Monitor a Portfolio of Holdings Without Drowninghttps://tryaltys.ai/blog/how-to-monitor-a-portfolio-of-holdings/https://tryaltys.ai/blog/how-to-monitor-a-portfolio-of-holdings/Monitor many holdings by defining per-name guideposts and triggers up front, watching a few KPIs per business, checking guidance against actuals, and setting filing alerts.Fri, 10 Jul 2026 00:00:00 GMTHow to Monitor a Stock After You Buy Ithttps://tryaltys.ai/blog/how-to-monitor-a-stock-after-you-buy-it/https://tryaltys.ai/blog/how-to-monitor-a-stock-after-you-buy-it/Watch one holding by tying it to the two or three drivers your thesis rests on, checking guidance against actuals each quarter, and separating signal from daily noise.Fri, 10 Jul 2026 00:00:00 GMTHow to Read an Earnings Call Like an Analysthttps://tryaltys.ai/blog/how-to-read-a-concall-like-an-analyst/https://tryaltys.ai/blog/how-to-read-a-concall-like-an-analyst/Read an earnings call by separating what management measures from what it emphasises, tracking how guidance language shifts, and recording forward claims to grade later.Fri, 10 Jul 2026 00:00:00 GMTHow Top Funds Prepare for Earnings Seasonhttps://tryaltys.ai/blog/how-top-funds-prepare-for-earnings-season/https://tryaltys.ai/blog/how-top-funds-prepare-for-earnings-season/Top funds prepare for earnings by refreshing driver forecasts, writing down what they expect and what would surprise them, listing the exact questions each print must answer, and pre-committing to how they will react.Fri, 10 Jul 2026 00:00:00 GMTInformation Overload Is the Real Edge Killerhttps://tryaltys.ai/blog/information-overload-is-the-real-edge-killer/https://tryaltys.ai/blog/information-overload-is-the-real-edge-killer/More information is not better research. The edge is synthesis and focus: knowing the few variables that matter for each holding, writing them down, and ignoring the rest.Fri, 10 Jul 2026 00:00:00 GMTThe Institutional Equity Research Workflow, End to Endhttps://tryaltys.ai/blog/institutional-equity-research-workflow/https://tryaltys.ai/blog/institutional-equity-research-workflow/Institutional equity research runs a full lifecycle: idea, business map, model, forecast, forensic checks, committee, and monitoring, with AI reshaping each stage.Fri, 10 Jul 2026 00:00:00 GMTInvesting Before AI and After AI: How the Research Day Actually Changeshttps://tryaltys.ai/blog/investing-before-and-after-ai/https://tryaltys.ai/blog/investing-before-and-after-ai/Before AI, an analyst's day was manual reading and hand-spreading numbers. After AI, the reading is delegated and the human spends the day on judgement.Fri, 10 Jul 2026 00:00:00 GMTWhy Your Investment Thesis Should Be a Living Documenthttps://tryaltys.ai/blog/investment-thesis-living-document/https://tryaltys.ai/blog/investment-thesis-living-document/A thesis is not a decision you make once at purchase. It is an object you maintain: falsifiable claims, key drivers, and guideposts you grade over time.Fri, 10 Jul 2026 00:00:00 GMTKPI Tracking That Actually Matters: Pick the Two or Three That Decide the Outcomehttps://tryaltys.ai/blog/kpi-tracking-that-actually-matters/https://tryaltys.ai/blog/kpi-tracking-that-actually-matters/Most KPIs are noise. A handful decide the result. Here is how to find the two or three operating metrics that actually drive a business and track those instead of everything.Fri, 10 Jul 2026 00:00:00 GMTMapping Every KPI to the Financial Statementshttps://tryaltys.ai/blog/mapping-every-kpi-to-financial-statements/https://tryaltys.ai/blog/mapping-every-kpi-to-financial-statements/Every operating KPI moves a specific line in the accounts. Map subscribers, ARPU, utilisation and receivable days to revenue, margin and cash to trace the business into profit.Fri, 10 Jul 2026 00:00:00 GMTMorningstar Direct Alternatives for Indian Equities and Fundshttps://tryaltys.ai/blog/morningstar-direct-alternative-india/https://tryaltys.ai/blog/morningstar-direct-alternative-india/What Morningstar Direct is, where it is strong, and the India-first alternative for investors who need deep Indian equity and mutual-fund research.Fri, 10 Jul 2026 00:00:00 GMTMultibagg Alternatives: AI Research Tools for Indian Stockshttps://tryaltys.ai/blog/multibagg-alternative/https://tryaltys.ai/blog/multibagg-alternative/What Multibagg AI is, where it fits, and how an India-first, source-linked research tool like Altys compares for professional equity research.Fri, 10 Jul 2026 00:00:00 GMTReading Between the Lines of an Annual Reporthttps://tryaltys.ai/blog/reading-between-the-lines-of-annual-reports/https://tryaltys.ai/blog/reading-between-the-lines-of-annual-reports/The signal in an annual report hides in the notes, related-party tables, accounting-policy changes, and auditor language. Read the parts most people skip and the wording that quietly shifts.Fri, 10 Jul 2026 00:00:00 GMTRevenue Mapping Explained: The First Thing Institutional Investors Dohttps://tryaltys.ai/blog/revenue-mapping-explained/https://tryaltys.ai/blog/revenue-mapping-explained/Revenue mapping breaks a company's single topline into segments, then into the drivers of each segment, so you can see where profit actually sits versus where revenue sits.Fri, 10 Jul 2026 00:00:00 GMTRogo AI and Indian Markets: What to Know and the India-Focused Alternativehttps://tryaltys.ai/blog/rogo-ai-alternative-india/https://tryaltys.ai/blog/rogo-ai-alternative-india/Rogo is an AI analyst platform for investment banks and buy-side firms, built on global data. Here is how it fits Indian markets and an India-first alternative.Fri, 10 Jul 2026 00:00:00 GMTScreener.in and Beyond: Tools for Professional-Grade Indian Equity Researchhttps://tryaltys.ai/blog/screener-in-alternatives/https://tryaltys.ai/blog/screener-in-alternatives/Screener.in is a superb, low-cost fundamentals tool that most Indian investors love. Here is where a professional running concentrated books may want more, and how Altys fits.Fri, 10 Jul 2026 00:00:00 GMTSegment Analysis Explained: How to Read a Conglomerate Clearlyhttps://tryaltys.ai/blog/segment-analysis-explained/https://tryaltys.ai/blog/segment-analysis-explained/Segment analysis reads a company's own business-by-business disclosure so you can see where revenue sits versus where profit sits, instead of trusting one blended topline.Fri, 10 Jul 2026 00:00:00 GMTStock Forensics: How to Find Problems Before the Market Doeshttps://tryaltys.ai/blog/stock-forensics-finding-problems-before-the-market/https://tryaltys.ai/blog/stock-forensics-finding-problems-before-the-market/Stock forensics means pressure-testing reported accounts instead of taking them at face value: comparing cash to profit, reading working capital, and checking that the statements agree.Fri, 10 Jul 2026 00:00:00 GMTStructuring Decades of Filings So an AI Can Actually Use Themhttps://tryaltys.ai/blog/structuring-decades-of-filings-for-llms/https://tryaltys.ai/blog/structuring-decades-of-filings-for-llms/A language model cannot reason over a messy pile of filings. Labels drift, statements get restated, formats change, and history is not what it looks like today.Fri, 10 Jul 2026 00:00:00 GMTThe Anatomy of an Institutional Research Reporthttps://tryaltys.ai/blog/the-anatomy-of-an-institutional-research-report/https://tryaltys.ai/blog/the-anatomy-of-an-institutional-research-report/An institutional research report is the standing document a desk keeps on a company: thesis, business, drivers, model, valuation range, risks, and a monitoring plan.Fri, 10 Jul 2026 00:00:00 GMTThe Biggest Mistake Is Not Revisiting Your Thesishttps://tryaltys.ai/blog/the-biggest-mistake-is-not-revisiting-your-thesis/https://tryaltys.ai/blog/the-biggest-mistake-is-not-revisiting-your-thesis/The costliest habit in investing is anchoring to the reason you first bought and never re-underwriting it. Here is why it happens and the habits that beat it.Fri, 10 Jul 2026 00:00:00 GMTThe Cost of Missing One Filinghttps://tryaltys.ai/blog/the-cost-of-missing-one-filing/https://tryaltys.ai/blog/the-cost-of-missing-one-filing/Most company filings do not matter, but the one you miss can be the one that breaks your thesis. That asymmetry is why systematic coverage beats relying on attention and willpower.Fri, 10 Jul 2026 00:00:00 GMTThe Death of Ctrl+F in Annual Reportshttps://tryaltys.ai/blog/the-death-of-ctrl-f-in-annual-reports/https://tryaltys.ai/blog/the-death-of-ctrl-f-in-annual-reports/Keyword search finds strings, not meaning. It misses synonyms, ignores context, and cannot answer a question, which is why reading filings is shifting from searching words to asking questions.Fri, 10 Jul 2026 00:00:00 GMTThe Death of the Static Research Reporthttps://tryaltys.ai/blog/the-death-of-static-research-reports/https://tryaltys.ai/blog/the-death-of-static-research-reports/A research report is a snapshot that starts decaying the day it is filed. It is being replaced by living, queryable research that updates itself as the facts change.Fri, 10 Jul 2026 00:00:00 GMTThe Engineering Challenges Behind Institutional AIhttps://tryaltys.ai/blog/the-engineering-challenges-behind-institutional-ai/https://tryaltys.ai/blog/the-engineering-challenges-behind-institutional-ai/Institutional-grade financial AI is hard for five reasons: data quality, point-in-time correctness, citations, deterministic outputs, and coverage at scale. Here is each one.Fri, 10 Jul 2026 00:00:00 GMTThe Hidden Tax of Fragmented Researchhttps://tryaltys.ai/blog/the-hidden-tax-of-fragmented-research/https://tryaltys.ai/blog/the-hidden-tax-of-fragmented-research/Scattering research across many tools, tabs, and sources charges a quiet tax in context-switching, reconciliation, and lost trails. Consolidation buys back time and, more importantly, judgment.Fri, 10 Jul 2026 00:00:00 GMTThe Thesis Monitoring Checklisthttps://tryaltys.ai/blog/the-thesis-monitoring-checklist/https://tryaltys.ai/blog/the-thesis-monitoring-checklist/A reusable checklist for monitoring an investment thesis: the drivers to watch, the guideposts to record, the cadence, the triggers, and the disclosures to never miss.Fri, 10 Jul 2026 00:00:00 GMTTijori Finance Alternatives for Deeper Indian Equity Researchhttps://tryaltys.ai/blog/tijori-finance-alternative/https://tryaltys.ai/blog/tijori-finance-alternative/Tijori Finance is an India-focused research app known for segment and operational data. Here is where it fits and an India-deep, point-in-time alternative.Fri, 10 Jul 2026 00:00:00 GMTTIKR for Indian Stocks: Coverage and India-Focused Alternativeshttps://tryaltys.ai/blog/tikr-alternative-india/https://tryaltys.ai/blog/tikr-alternative-india/What TIKR Terminal covers for Indian stocks, where global tools fall short on India depth, and how an India-first alternative approaches the same research.Fri, 10 Jul 2026 00:00:00 GMTTracking Historical Guidance Accuracy: How to Grade Management on Their Promiseshttps://tryaltys.ai/blog/tracking-historical-guidance-accuracy/https://tryaltys.ai/blog/tracking-historical-guidance-accuracy/Grade management by whether they hit past guidance. A team that keeps missing its own numbers has earned less trust in its next forecast than one that delivers.Fri, 10 Jul 2026 00:00:00 GMTTrendlyne Alternatives for Fundamental and Institutional Research in Indiahttps://tryaltys.ai/blog/trendlyne-alternative/https://tryaltys.ai/blog/trendlyne-alternative/Trendlyne is a broad Indian markets platform with screeners, DVM scores, and broker estimates. Here is where it fits, and India-focused alternatives for deeper research.Fri, 10 Jul 2026 00:00:00 GMTWhat Happens Before an Investment Committee Approves a Stockhttps://tryaltys.ai/blog/what-happens-before-an-investment-committee-approves-a-stock/https://tryaltys.ai/blog/what-happens-before-an-investment-committee-approves-a-stock/Before capital is committed, a committee stress-tests the idea: it attacks the thesis, checks the risks, sizes the position, and attaches conditions.Fri, 10 Jul 2026 00:00:00 GMTWhat Should Trigger a Sell?https://tryaltys.ai/blog/what-should-trigger-a-sell/https://tryaltys.ai/blog/what-should-trigger-a-sell/A sell should be triggered when the specific reason you bought stops being true. Define those triggers in writing before you own the position, not during a drawdown.Fri, 10 Jul 2026 00:00:00 GMTWhy Citations Are Non-Negotiable in Financial AIhttps://tryaltys.ai/blog/why-citations-are-non-negotiable-in-financial-ai/https://tryaltys.ai/blog/why-citations-are-non-negotiable-in-financial-ai/Every number a financial AI reports must link to the source document. An unsourced but plausible figure is worse than no answer, because it invites a costly error.Fri, 10 Jul 2026 00:00:00 GMTWhy Conviction Fades After You Buyhttps://tryaltys.ai/blog/why-conviction-fades-after-you-buy/https://tryaltys.ai/blog/why-conviction-fades-after-you-buy/Conviction erodes after purchase because price noise, second-guessing and out-of-context news pull at it. A written thesis and a short list of the drivers that matter protect it.Fri, 10 Jul 2026 00:00:00 GMTWhy Deterministic Forecasting Beats LLM Guesseshttps://tryaltys.ai/blog/why-deterministic-forecasting-beats-llm-guesses/https://tryaltys.ai/blog/why-deterministic-forecasting-beats-llm-guesses/A forecast used for capital must be reproducible and auditable. A language model's free-form guess is neither, which is why serious forecasts come from an explicit method, not a prompt.Fri, 10 Jul 2026 00:00:00 GMTWhy Every Analyst Will Have an AI Associatehttps://tryaltys.ai/blog/why-every-analyst-will-have-an-ai-associate/https://tryaltys.ai/blog/why-every-analyst-will-have-an-ai-associate/An AI associate does the tireless first pass, pulling numbers and reading every page, while the human analyst keeps the judgement, conviction, and accountability.Fri, 10 Jul 2026 00:00:00 GMTWhy Forensic Analysis Mattershttps://tryaltys.ai/blog/why-forensic-analysis-matters/https://tryaltys.ai/blog/why-forensic-analysis-matters/Forensic analysis matters because reported numbers are interpretations, not facts, and taking them at face value is how investors get surprised by problems that were visible all along.Fri, 10 Jul 2026 00:00:00 GMTWhy Most Investors Miss Thesis-Breaking Eventshttps://tryaltys.ai/blog/why-most-investors-miss-thesis-breaking-events/https://tryaltys.ai/blog/why-most-investors-miss-thesis-breaking-events/Thesis-breaking news slips past because investors follow too many names, only pay attention at results, never wrote down what would break the case, and let noise drown the signal.Fri, 10 Jul 2026 00:00:00 GMTWhy One Sentence in a Filing Can Change Your Thesishttps://tryaltys.ai/blog/why-one-sentence-in-a-filing-can-change-your-thesis/https://tryaltys.ai/blog/why-one-sentence-in-a-filing-can-change-your-thesis/A single line in a filing can confirm or break a thesis. The discipline is tying each thesis claim to the exact sentences that would move it, then watching for them.Fri, 10 Jul 2026 00:00:00 GMTWhy Point-in-Time Data Matters in Research and Backtestshttps://tryaltys.ai/blog/why-point-in-time-data-matters/https://tryaltys.ai/blog/why-point-in-time-data-matters/Point-in-time data means using the numbers that were actually knowable on a given date, not today's restated version. Skip it and your research quietly looks smarter than it was.Fri, 10 Jul 2026 00:00:00 GMTWhy Research Coverage Is Becoming Obsoletehttps://tryaltys.ai/blog/why-research-coverage-is-becoming-obsolete/https://tryaltys.ai/blog/why-research-coverage-is-becoming-obsolete/A fixed coverage list exists because analyst time was scarce and expensive. When reading and monitoring get cheap, that rationing breaks, and the narrow list of names a team follows stops making sense.Fri, 10 Jul 2026 00:00:00 GMTYour Thesis Does Not End When You Buyhttps://tryaltys.ai/blog/your-thesis-does-not-end-when-you-buy/https://tryaltys.ai/blog/your-thesis-does-not-end-when-you-buy/The day you buy is a handoff from research to ownership. Here is the concrete work a disciplined desk sets up at that moment: record the thesis, stand up the monitoring, and schedule the re-read.Fri, 10 Jul 2026 00:00:00 GMTThe Adani Ports Business Model Explainedhttps://tryaltys.ai/blog/adani-ports-business-model/https://tryaltys.ai/blog/adani-ports-business-model/How Adani Ports and SEZ makes money: cargo handling fees at India's largest private port network, plus rail, warehousing and SEZ land at Mundra.Tue, 07 Jul 2026 00:00:00 GMTAirtel vs Jio: How India's Telecom Duopoly Actually Competeshttps://tryaltys.ai/blog/airtel-vs-jio-compared/https://tryaltys.ai/blog/airtel-vs-jio-compared/Jio competes on scale and ecosystem bundling inside Reliance; Airtel competes on premium users and ARPU. A factual guide to India's telecom duopoly.Tue, 07 Jul 2026 00:00:00 GMTThe Asian Paints Business Model Explainedhttps://tryaltys.ai/blog/asian-paints-business-model/https://tryaltys.ai/blog/asian-paints-business-model/How Asian Paints makes money: decorative paint volumes, premium mix, a direct dealer network, and a supply chain competitors have struggled to copy.Tue, 07 Jul 2026 00:00:00 GMTAsian Paints vs Berger Paints: The Duopoly, Comparedhttps://tryaltys.ai/blog/asian-paints-vs-berger-paints/https://tryaltys.ai/blog/asian-paints-vs-berger-paints/A factual side by side of India's two largest listed paint companies: scale, distribution, margins and the Birla Opus disruption. No winner declared.Tue, 07 Jul 2026 00:00:00 GMTHDFC Bank vs ICICI Bank: A Side by Side Look at India's Big Twohttps://tryaltys.ai/blog/hdfc-bank-vs-icici-bank/https://tryaltys.ai/blog/hdfc-bank-vs-icici-bank/A factual comparison of HDFC Bank and ICICI Bank: scale, margins, CASA, asset quality, and how to read each. No winner declared, education only.Tue, 07 Jul 2026 00:00:00 GMTHow to Compare Two Companies Properly: A Checklisthttps://tryaltys.ai/blog/how-to-compare-two-companies/https://tryaltys.ai/blog/how-to-compare-two-companies/A step-by-step method for comparing two listed companies: check comparability first, compare operations before valuation, and normalise the traps.Tue, 07 Jul 2026 00:00:00 GMTHow to Read ITC: Five Businesses, One Cash Machinehttps://tryaltys.ai/blog/how-to-read-itc/https://tryaltys.ai/blog/how-to-read-itc/A segment-first method for reading ITC's results: cigarettes, FMCG, paperboards, agri and the demerged hotels, plus the cross-checks that matter.Tue, 07 Jul 2026 00:00:00 GMTMaruti Suzuki vs Tata Motors: Two Very Different Ways to Sell Carshttps://tryaltys.ai/blog/maruti-suzuki-vs-tata-motors/https://tryaltys.ai/blog/maruti-suzuki-vs-tata-motors/Maruti is a pure India passenger-vehicle business. Tata Motors is a global group built around JLR, trucks and EVs. The contrast is the real lesson.Tue, 07 Jul 2026 00:00:00 GMTHow Does SBI Make Money? India's Biggest Bank, Explainedhttps://tryaltys.ai/blog/sbi-business-model/https://tryaltys.ai/blog/sbi-business-model/SBI earns most of its money from the spread between low-cost deposits and a giant loan book, plus fees and stakes in SBI Life, SBI Cards and SBI MF.Tue, 07 Jul 2026 00:00:00 GMTWhy India's Bluechips Struggle to Grow (and Why That Is Normal)https://tryaltys.ai/blog/why-bluechips-struggle-to-grow/https://tryaltys.ai/blog/why-bluechips-struggle-to-grow/Giant companies grow slowly because of arithmetic, not failure. The base effect, market saturation and reinvestment drag explained simply.Tue, 07 Jul 2026 00:00:00 GMTThe P/E Ratio Is Not Enough: Six Numbers to Read With Ithttps://tryaltys.ai/blog/why-pe-ratio-is-not-enough/https://tryaltys.ai/blog/why-pe-ratio-is-not-enough/The P/E compresses a business into one number and loses the detail. Six companions, growth, returns, cash, debt, cycles, share count, restore the picture.Tue, 07 Jul 2026 00:00:00 GMTAI for Equity Research in India: A Beginner's Practical Guidehttps://tryaltys.ai/blog/ai-for-equity-research-a-practical-guide/https://tryaltys.ai/blog/ai-for-equity-research-a-practical-guide/A non-technical guide to using AI for Indian equity research: what to automate, what to verify, what stays human and how to build a safe first workflow.Mon, 06 Jul 2026 00:00:00 GMTThe Hardest Part of AI in Finance Is Not the Model. It Is the Data.https://tryaltys.ai/blog/ai-in-finance-data-beats-model/https://tryaltys.ai/blog/ai-in-finance-data-beats-model/In financial AI, the model is fast becoming a commodity. The durable edge lives in disciplined data work: units, restatements, point-in-time correctness.Mon, 06 Jul 2026 00:00:00 GMTThe AI Research Analyst Is Here: What Actually Works and What Is Just Marketinghttps://tryaltys.ai/blog/ai-research-analyst-what-actually-works/https://tryaltys.ai/blog/ai-research-analyst-what-actually-works/AI can already read filings, extract data, and monitor events at scale. It cannot pick winners on command. Here is how to tell the tools apart before you buy.Mon, 06 Jul 2026 00:00:00 GMTThe Bajaj Finance Business Model Explainedhttps://tryaltys.ai/blog/bajaj-finance-business-model/https://tryaltys.ai/blog/bajaj-finance-business-model/How Bajaj Finance makes money as one of India's largest NBFCs: lending spreads, fees, a huge customer franchise, and why cost of funds and asset quality matter.Mon, 06 Jul 2026 00:00:00 GMTThe Bharti Airtel Business Model Explainedhttps://tryaltys.ai/blog/bharti-airtel-business-model/https://tryaltys.ai/blog/bharti-airtel-business-model/How Bharti Airtel makes money: mobile subscribers and ARPU at the core, plus broadband, enterprise, and a large Africa business.Mon, 06 Jul 2026 00:00:00 GMTCan AI Predict Company Earnings? Separating Hype From Realityhttps://tryaltys.ai/blog/can-ai-predict-earnings/https://tryaltys.ai/blog/can-ai-predict-earnings/AI can read filings and model earnings faster than any human, but it cannot see the future. Here is what the technology genuinely does, and where its limits are hard.Mon, 06 Jul 2026 00:00:00 GMTCan AI Actually Read a Balance Sheet? Where LLMs Break on Financial Statementshttps://tryaltys.ai/blog/can-ai-read-a-balance-sheet/https://tryaltys.ai/blog/can-ai-read-a-balance-sheet/Language models are strong at prose and weak at accounting. Here is exactly where they break on real filings, and what makes machine reading of statements reliable.Mon, 06 Jul 2026 00:00:00 GMTThe Coal India Business Model Explainedhttps://tryaltys.ai/blog/coal-india-business-model/https://tryaltys.ai/blog/coal-india-business-model/How Coal India makes money: a state-owned mining near-monopoly that sells regulated-price and e-auction coal, mostly to power plants, and returns cash as dividends.Mon, 06 Jul 2026 00:00:00 GMTHow to Build a DCF Model for Indian SaaS Companieshttps://tryaltys.ai/blog/dcf-model-for-indian-saas-companies/https://tryaltys.ai/blog/dcf-model-for-indian-saas-companies/Build a DCF for an Indian SaaS company by projecting revenue from growth drivers, modelling the burn-to-cash-flow path, and discounting future cash flows back.Mon, 06 Jul 2026 00:00:00 GMTReading Debt: Debt-to-Equity and Interest Coverage, Explainedhttps://tryaltys.ai/blog/debt-to-equity-interest-coverage/https://tryaltys.ai/blog/debt-to-equity-interest-coverage/How to judge whether a company carries safe or dangerous debt using two ratios: debt-to-equity for the mix, interest coverage for the ability to pay.Mon, 06 Jul 2026 00:00:00 GMTDividend Yield vs Payout Ratio: How to Read a Company's Dividendhttps://tryaltys.ai/blog/dividend-yield-vs-payout-ratio/https://tryaltys.ai/blog/dividend-yield-vs-payout-ratio/Dividend yield is the cash return relative to the share price, while payout ratio is the share of profit paid out. You need both to read a dividend.Mon, 06 Jul 2026 00:00:00 GMTThe DMart Business Model Explained (Avenue Supermarts)https://tryaltys.ai/blog/dmart-avenue-supermarts-business-model/https://tryaltys.ai/blog/dmart-avenue-supermarts-business-model/How DMart works: an everyday-low-price grocery chain run by Avenue Supermarts that buys well, owns its stores, and turns inventory fast for lean returns.Mon, 06 Jul 2026 00:00:00 GMTEPS Explained: How Buybacks and Bonus Shares Change the Numberhttps://tryaltys.ai/blog/eps-explained-buybacks-bonus-shares/https://tryaltys.ai/blog/eps-explained-buybacks-bonus-shares/EPS is net profit attributable to shareholders divided by share count. Buybacks lift it, bonus issues and splits lower it, all without touching the business.Mon, 06 Jul 2026 00:00:00 GMTFree Cash Flow vs Net Profit: Why Cash Is Harder to Fakehttps://tryaltys.ai/blog/free-cash-flow-vs-net-profit/https://tryaltys.ai/blog/free-cash-flow-vs-net-profit/Free cash flow is the cash left after a company funds its operations and capex, while net profit is an accounting figure. Cash is much harder to manipulate.Mon, 06 Jul 2026 00:00:00 GMTGPT vs Claude vs Gemini on Company Filings: Why Model Benchmarks Mislead in Financehttps://tryaltys.ai/blog/gpt-claude-gemini-on-financial-filings/https://tryaltys.ai/blog/gpt-claude-gemini-on-financial-filings/Public LLM leaderboards rank general reasoning, not filing work. In finance the gap that decides quality lives in data handling, not raw model IQ.Mon, 06 Jul 2026 00:00:00 GMTGross vs Net Revenue: The Excise Trap in Oil Marketing Companieshttps://tryaltys.ai/blog/gross-vs-net-revenue-oil-marketing-companies/https://tryaltys.ai/blog/gross-vs-net-revenue-oil-marketing-companies/An OMC's reported topline includes excise duty collected for the government, so gross revenue overstates real operating scale. Net-of-excise revenue is the cleaner base.Mon, 06 Jul 2026 00:00:00 GMTHDFC Bank CASA Ratio: History and What It Meanshttps://tryaltys.ai/blog/hdfc-bank-casa-ratio-history/https://tryaltys.ai/blog/hdfc-bank-casa-ratio-history/The CASA ratio is the share of low-cost current and savings deposits in total deposits. HDFC Bank ran in the low-40s for years, then eased to the high-30s after the 2023 merger.Mon, 06 Jul 2026 00:00:00 GMTThe Hindustan Unilever (HUL) Business Model Explainedhttps://tryaltys.ai/blog/hindustan-unilever-business-model/https://tryaltys.ai/blog/hindustan-unilever-business-model/How Hindustan Unilever makes money: everyday brands across home care, beauty and foods, sold through one of India's deepest distribution networks.Mon, 06 Jul 2026 00:00:00 GMTHow PMS Firms Research Indian Stockshttps://tryaltys.ai/blog/how-pms-firms-research-indian-stocks/https://tryaltys.ai/blog/how-pms-firms-research-indian-stocks/A professional PMS firm researches an Indian stock through a disciplined, multi-stage process: screen the universe, read filings, model drivers, verify on the ground, value, size, and monitor.Mon, 06 Jul 2026 00:00:00 GMTHow to Build a Three-Statement Financial Modelhttps://tryaltys.ai/blog/how-to-build-a-three-statement-model/https://tryaltys.ai/blog/how-to-build-a-three-statement-model/A three-statement model links the P&L, balance sheet and cash flow into one connected file. Build the P&L first, then the balance sheet, then let cash flow fall out.Mon, 06 Jul 2026 00:00:00 GMTHow to Forecast Bank Earnings: A Practical Frameworkhttps://tryaltys.ai/blog/how-to-forecast-bank-earnings/https://tryaltys.ai/blog/how-to-forecast-bank-earnings/A step-by-step framework for forecasting a bank's earnings: project loan and deposit growth, apply margin for net interest income, then subtract costs and credit provisions.Mon, 06 Jul 2026 00:00:00 GMTHow to Forecast HDFC Bank Earnings: A Frameworkhttps://tryaltys.ai/blog/how-to-forecast-hdfc-bank-earnings/https://tryaltys.ai/blog/how-to-forecast-hdfc-bank-earnings/A step-by-step framework for building a large bank earnings forecast, using HDFC Bank as a worked example: growth, NIM, fees, costs and credit.Mon, 06 Jul 2026 00:00:00 GMTHow to Model Asian Paints Gross Marginshttps://tryaltys.ai/blog/how-to-model-asian-paints-gross-margins/https://tryaltys.ai/blog/how-to-model-asian-paints-gross-margins/Asian Paints gross margin is a crude-linked spread: model revenue as volume times realisation, cost of goods as input costs plus mix, then stress it against crude.Mon, 06 Jul 2026 00:00:00 GMTHow to Read a Cash Flow Statementhttps://tryaltys.ai/blog/how-to-read-a-cash-flow-statement/https://tryaltys.ai/blog/how-to-read-a-cash-flow-statement/A plain guide to the cash flow statement: the three sections, how profit reconciles to operating cash, and how to reach free cash flow.Mon, 06 Jul 2026 00:00:00 GMTHow to Read an Annual Report in 30 Minutes: What Actually Mattershttps://tryaltys.ai/blog/how-to-read-an-annual-report/https://tryaltys.ai/blog/how-to-read-an-annual-report/Skip the glossy front pages. Start with the auditor's report and cash flows, then check related-party dealings and contingent liabilities for what the headline numbers hide.Mon, 06 Jul 2026 00:00:00 GMTHow to Read a Bank's Financials: NIM, CASA, NPA and Why ROCE Does Not Applyhttps://tryaltys.ai/blog/how-to-read-bank-financials/https://tryaltys.ai/blog/how-to-read-bank-financials/A bank is read on NIM, CASA, asset quality and capital, not ROCE or debt-to-equity, because deposits are its raw material, not just its funding.Mon, 06 Jul 2026 00:00:00 GMTHow to Value a Cyclical Company (and Why P/E Betrays You)https://tryaltys.ai/blog/how-to-value-a-cyclical-company/https://tryaltys.ai/blog/how-to-value-a-cyclical-company/Cyclical companies fool the P/E ratio: it looks cheapest at the top and dearest at the bottom. Here is why, and the tools professionals use instead.Mon, 06 Jul 2026 00:00:00 GMTHow to Value NBFCs: A Guide to Indian Non-Bank Lendershttps://tryaltys.ai/blog/how-to-value-nbfcs/https://tryaltys.ai/blog/how-to-value-nbfcs/Indian NBFCs are usually valued on price-to-book, not P/E alone, because book value and return on equity drive the multiple. Here is the framework.Mon, 06 Jul 2026 00:00:00 GMTHow to Write an Investment Memo (With a Template)https://tryaltys.ai/blog/how-to-write-an-investment-memo/https://tryaltys.ai/blog/how-to-write-an-investment-memo/An investment memo is the document that argues for a position. Here is what a strong one contains, plus a reusable template you can adapt.Mon, 06 Jul 2026 00:00:00 GMTIndian Banks NIM Forecasting Guide: How Net Interest Margin Moveshttps://tryaltys.ai/blog/indian-banks-nim-forecasting-guide/https://tryaltys.ai/blog/indian-banks-nim-forecasting-guide/Net interest margin is what a bank earns on loans minus what it pays on deposits. Here is how the RBI rate cycle, deposit lags, and CASA mix move it.Mon, 06 Jul 2026 00:00:00 GMTIndian Concall Analysis: How to Read an Earnings Call, With Exampleshttps://tryaltys.ai/blog/indian-concall-analysis-examples/https://tryaltys.ai/blog/indian-concall-analysis-examples/How to analyse an Indian concall (earnings call): read the opening narrative, then guidance, demand, margins, capex, and the analyst Q&A, where the real tells hide.Mon, 06 Jul 2026 00:00:00 GMTThe IndiGo (InterGlobe Aviation) Business Model Explainedhttps://tryaltys.ai/blog/indigo-interglobe-aviation-business-model/https://tryaltys.ai/blog/indigo-interglobe-aviation-business-model/How IndiGo makes money: a low-cost carrier model built on a single-type fleet, high aircraft use, low fares and a growing international network.Mon, 06 Jul 2026 00:00:00 GMTThe IRCTC Business Model Explainedhttps://tryaltys.ai/blog/irctc-business-model/https://tryaltys.ai/blog/irctc-business-model/IRCTC makes most of its money from a monopoly on online railway ticketing, backed by catering, packaged water, and tourism. Here is how each piece works.Mon, 06 Jul 2026 00:00:00 GMTThe ITC Business Model Explainedhttps://tryaltys.ai/blog/itc-business-model/https://tryaltys.ai/blog/itc-business-model/How ITC makes money: a high-margin cigarette cash cow funds a growing FMCG portfolio, paperboards, agri, and large dividends.Mon, 06 Jul 2026 00:00:00 GMTThe Larsen & Toubro (L&T) Business Model Explainedhttps://tryaltys.ai/blog/larsen-toubro-business-model/https://tryaltys.ai/blog/larsen-toubro-business-model/How Larsen & Toubro makes money: a project-driven EPC business built on order inflows and execution, plus valuable stakes in listed tech and services firms.Mon, 06 Jul 2026 00:00:00 GMTA Management Guidance Database for India: What It Is and Why It Mattershttps://tryaltys.ai/blog/management-guidance-database-india/https://tryaltys.ai/blog/management-guidance-database-india/A management guidance database is a structured, searchable record of what company managements say they expect, tracked over time so you can see how the story changes.Mon, 06 Jul 2026 00:00:00 GMTManagement Guidance: What It Is and Why Analysts Track Every Wordhttps://tryaltys.ai/blog/management-guidance-explained/https://tryaltys.ai/blog/management-guidance-explained/Management guidance is the forward-looking view a company's leaders give on growth, margins and demand. Analysts track its revisions as a leading signal.Mon, 06 Jul 2026 00:00:00 GMTThe Maruti Suzuki Business Model Explainedhttps://tryaltys.ai/blog/maruti-suzuki-business-model/https://tryaltys.ai/blog/maruti-suzuki-business-model/How India's largest carmaker earns money: selling passenger vehicles at scale through a vast dealer and service network, plus exports and after-sales.Mon, 06 Jul 2026 00:00:00 GMTAlternatives to Morningstar for Indian Equity Researchhttps://tryaltys.ai/blog/morningstar-alternatives-for-indian-equity-research/https://tryaltys.ai/blog/morningstar-alternatives-for-indian-equity-research/A fair, factual guide to choosing an equity research platform for Indian stocks, and the criteria that matter most when weighing alternatives to Morningstar.Mon, 06 Jul 2026 00:00:00 GMTThe Nestle India Business Model Explainedhttps://tryaltys.ai/blog/nestle-india-business-model/https://tryaltys.ai/blog/nestle-india-business-model/Nestle India sells branded packaged foods and beverages through deep distribution, an asset-light supply chain, and pricing power, earning very high returns on capital.Mon, 06 Jul 2026 00:00:00 GMTOperating Margin Explained: What It Reveals About a Businesshttps://tryaltys.ai/blog/operating-margin-explained/https://tryaltys.ai/blog/operating-margin-explained/Operating margin is operating profit divided by revenue: the share of each rupee of sales left after core running costs, before interest and tax.Mon, 06 Jul 2026 00:00:00 GMTThe P/E Ratio Explained: Why a Low P/E Is Not Always Cheaphttps://tryaltys.ai/blog/pe-ratio-explained-low-pe-not-always-cheap/https://tryaltys.ai/blog/pe-ratio-explained-low-pe-not-always-cheap/The P/E ratio is share price divided by earnings per share. A low P/E is not automatically cheap, because it often reflects low growth or higher risk.Mon, 06 Jul 2026 00:00:00 GMTThe Pidilite Business Model Explained (Fevicol and Beyond)https://tryaltys.ai/blog/pidilite-business-model/https://tryaltys.ai/blog/pidilite-business-model/How Pidilite makes money: category-defining adhesives brands like Fevicol, deep distribution to carpenters and contractors, and crude-linked input costs.Mon, 06 Jul 2026 00:00:00 GMTPromoter Holding and Pledging: What They Signal in Indian Stockshttps://tryaltys.ai/blog/promoter-holding-and-pledging/https://tryaltys.ai/blog/promoter-holding-and-pledging/Promoter holding is the stake a company's founding or controlling group owns, and pledging is when they use those shares as loan collateral. Both are public signals.Mon, 06 Jul 2026 00:00:00 GMTThe Reliance Industries Business Model Explainedhttps://tryaltys.ai/blog/reliance-industries-business-model/https://tryaltys.ai/blog/reliance-industries-business-model/How Reliance Industries makes money across oil-to-chemicals, Jio telecom and Reliance Retail, and why the group runs on heavy capex cycles.Mon, 06 Jul 2026 00:00:00 GMTTata Motors Revenue Model Explainedhttps://tryaltys.ai/blog/tata-motors-revenue-model-explained/https://tryaltys.ai/blog/tata-motors-revenue-model-explained/How Tata Motors makes money: the large majority of revenue comes from Jaguar Land Rover abroad, with India commercial and passenger vehicles alongside it.Mon, 06 Jul 2026 00:00:00 GMTThe Equity Research Process, Step by Stephttps://tryaltys.ai/blog/the-equity-research-process/https://tryaltys.ai/blog/the-equity-research-process/The equity research process is a repeatable workflow that turns filings and data into a reasoned view: screen, study, model, value, write, and monitor.Mon, 06 Jul 2026 00:00:00 GMTThe Titan Business Model Explainedhttps://tryaltys.ai/blog/titan-business-model/https://tryaltys.ai/blog/titan-business-model/How Titan makes money: Tanishq jewellery is the profit engine of this Tata group lifestyle brand, with watches, eyewear and newer categories alongside.Mon, 06 Jul 2026 00:00:00 GMTTrent: The Business and How Its Valuation Workshttps://tryaltys.ai/blog/trent-business-and-how-its-valuation-works/https://tryaltys.ai/blog/trent-business-and-how-its-valuation-works/How Trent's retail engine of Westside, Zudio and Star actually makes money, and why fast-growing retailers tend to carry high earnings multiples.Mon, 06 Jul 2026 00:00:00 GMTThe Varun Beverages Business Model Explainedhttps://tryaltys.ai/blog/varun-beverages-business-model/https://tryaltys.ai/blog/varun-beverages-business-model/Varun Beverages is one of PepsiCo's largest bottlers outside the US. Here is how a franchise bottler actually makes money and grows.Mon, 06 Jul 2026 00:00:00 GMTWhat Is an Economic Moat? Competitive Advantage, With Indian Exampleshttps://tryaltys.ai/blog/what-is-an-economic-moat/https://tryaltys.ai/blog/what-is-an-economic-moat/An economic moat is a durable competitive advantage that lets a company keep earning high returns on capital. Here are the main types, with Indian examples.Mon, 06 Jul 2026 00:00:00 GMTEBITDA Explained: The Number Companies Love and Investors Should Questionhttps://tryaltys.ai/blog/what-is-ebitda-explained/https://tryaltys.ai/blog/what-is-ebitda-explained/EBITDA is operating profit before interest, tax and non-cash charges. It is useful for comparing firms, but ignores capex and debt, so read it beside cash flow.Mon, 06 Jul 2026 00:00:00 GMTLookahead Bias, Explained: The Silent Killer of Stock Backtestshttps://tryaltys.ai/blog/what-is-lookahead-bias/https://tryaltys.ai/blog/what-is-lookahead-bias/Lookahead bias is when a backtest uses information it could not have known at the time. It quietly inflates results, and point in time data is the only real fix.Mon, 06 Jul 2026 00:00:00 GMTWhat Is ROCE? Return on Capital Employed, Explained with Indian Exampleshttps://tryaltys.ai/blog/what-is-roce-return-on-capital-employed/https://tryaltys.ai/blog/what-is-roce-return-on-capital-employed/ROCE measures how efficiently a business turns the capital it uses into operating profit. It is EBIT divided by capital employed, and higher, steadier is better.Mon, 06 Jul 2026 00:00:00 GMTReturn on Equity (ROE) Explained: Why a High Number Can Misleadhttps://tryaltys.ai/blog/what-is-roe-return-on-equity/https://tryaltys.ai/blog/what-is-roe-return-on-equity/ROE is net profit divided by shareholders equity. It shows profit earned on owners money, but a high figure can hide debt rather than signal a better business.Mon, 06 Jul 2026 00:00:00 GMTWhy AI Investing Apps Keep Getting Indian Stocks Wronghttps://tryaltys.ai/blog/why-ai-investing-apps-get-indian-stocks-wrong/https://tryaltys.ai/blog/why-ai-investing-apps-get-indian-stocks-wrong/Most AI investing tools are built for clean global data. Indian equities are full of local quirks that make those tools confidently wrong. Here is why.Mon, 06 Jul 2026 00:00:00 GMTWhy ChatGPT Hallucinates Financial Numbers, and How to Catch Ithttps://tryaltys.ai/blog/why-chatgpt-hallucinates-financial-numbers/https://tryaltys.ai/blog/why-chatgpt-hallucinates-financial-numbers/General chatbots predict plausible text, they do not look up facts, so they invent revenue and profit numbers. Here is why, and how to catch it.Mon, 06 Jul 2026 00:00:00 GMTWhy Earnings Call Transcripts Break Search, and What AI Must Do Insteadhttps://tryaltys.ai/blog/why-earnings-transcripts-break-search/https://tryaltys.ai/blog/why-earnings-transcripts-break-search/Transcripts hide their most important signals from keyword and even semantic search. The fix is structured extraction of management commentary, tracked over time.Mon, 06 Jul 2026 00:00:00 GMTWhy RAG Alone Fails for Equity Researchhttps://tryaltys.ai/blog/why-rag-fails-for-equity-research/https://tryaltys.ai/blog/why-rag-fails-for-equity-research/Retrieval-augmented generation reads filings like prose. Equity research lives in tables, footnotes and vintages, where one wrong digit is a wrong answer.Mon, 06 Jul 2026 00:00:00 GMTAI Will Not Replace the Analyst. It Will Replace the Grunt Work.https://tryaltys.ai/blog/will-ai-replace-financial-analysts/https://tryaltys.ai/blog/will-ai-replace-financial-analysts/The threat to equity research is not the analyst's judgement, it is the hours spent gathering filings and re-keying numbers. AI is coming for the grunt work first.Mon, 06 Jul 2026 00:00:00 GMTWorking Capital and the Cash Conversion Cycle, Explainedhttps://tryaltys.ai/blog/working-capital-cash-conversion-cycle/https://tryaltys.ai/blog/working-capital-cash-conversion-cycle/Working capital is the money tied up in day to day operations, and the cash conversion cycle measures how many days cash stays locked in the business.Mon, 06 Jul 2026 00:00:00 GMTThe Zomato (Eternal) Business Model Explainedhttps://tryaltys.ai/blog/zomato-eternal-business-model/https://tryaltys.ai/blog/zomato-eternal-business-model/How Eternal, the parent of Zomato and Blinkit, makes money across food delivery, quick commerce, going-out and B2B restaurant supplies.Mon, 06 Jul 2026 00:00:00 GMTData Quality Beats Model Quality: A Year Reading Indian Filingshttps://tryaltys.ai/blog/data-quality-beats-model-quality/https://tryaltys.ai/blog/data-quality-beats-model-quality/After a year building AI to read Indian company filings, the biggest gains came from boring data discipline, not from a better model. Here is what actually moved the needle.Sun, 05 Jul 2026 00:00:00 GMTTCS Financials Explained: Revenue, Margins and Returnshttps://tryaltys.ai/blog/tcs-financials-explained/https://tryaltys.ai/blog/tcs-financials-explained/A factual overview of Tata Consultancy Services financials, covering revenue growth, operating margins, and return on equity, sourced from company filings.Sat, 04 Jul 2026 00:00:00 GMTInfosys Financials Explained: Revenue, Margins and Returnshttps://tryaltys.ai/blog/infosys-financials-explained/https://tryaltys.ai/blog/infosys-financials-explained/A factual overview of Infosys financials, covering revenue growth, operating margins, and return on equity, sourced from company filings.Fri, 03 Jul 2026 00:00:00 GMTTCS vs Infosys: A Side by Side Look at the Financialshttps://tryaltys.ai/blog/tcs-vs-infosys-financials/https://tryaltys.ai/blog/tcs-vs-infosys-financials/A factual, side by side comparison of TCS and Infosys on revenue, operating margin, and return on equity, sourced from company filings. No recommendation of one over the other.Thu, 02 Jul 2026 00:00:00 GMT