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Research library

Every question, in one place.

Browse 336 evidence-led articles. This compact index is designed for readers—and gives search engines a direct, canonical path to every published page.

Research Workflow

41 articles
  1. Build vs Buy: How a New Investment Firm Should Set Up Its Research Stack
  2. How to Set Up an Equity Research Desk in India: A 90-Day Blueprint
  3. A Rule-Based Investment Committee Framework for Indian PMS, AIF and Family Offices
  4. How to Analyse Quarterly Results in 10 Minutes
  5. Company Monitoring Alerts for Indian Stocks: What Should Trigger an Analyst?
  6. Family Office Investment Monitoring in India: A Practical Operating System
  7. Portfolio Monitoring vs Portfolio Tracking: What Investment Teams Actually Need
  8. How Institutional Investors Build Financial Models
  9. Investing Then vs Now: What AI Actually Changed
  10. Profit Positive, Cash Negative: Five FY26 Cases Worth Investigating
  11. Building a Financial Model from Primary Sources
  12. Continuous Research Is the New Competitive Edge
  13. Continuous Research vs One-Time Research
  14. Detecting Management Narrative Shifts
  15. Finding Hidden Risks Before the Market Does
  16. Forecasting Using Management Guidance
  17. How Analysts Forecast Revenue Before Earnings
  18. How Hedge Funds Actually Research Companies
  19. How Professional Investors Actually Build an Investment Thesis
  20. How to Compare Companies Across 10 Years of Filings
  21. How Professionals Monitor a Portfolio of Holdings Without Drowning
  22. How to Monitor a Stock After You Buy It
  23. How to Read an Earnings Call Like an Analyst
  24. How Top Funds Prepare for Earnings Season
  25. The Institutional Equity Research Workflow, End to End
  26. Why Your Investment Thesis Should Be a Living Document
  27. KPI Tracking That Actually Matters: Pick the Two or Three That Decide the Outcome
  28. Mapping Every KPI to the Financial Statements
  29. Reading Between the Lines of an Annual Report
  30. Revenue Mapping Explained: The First Thing Institutional Investors Do
  31. Segment Analysis Explained: How to Read a Conglomerate Clearly
  32. Stock Forensics: How to Find Problems Before the Market Does
  33. The Anatomy of an Institutional Research Report
  34. The Thesis Monitoring Checklist
  35. Tracking Historical Guidance Accuracy: How to Grade Management on Their Promises
  36. What Happens Before an Investment Committee Approves a Stock
  37. What Should Trigger a Sell?
  38. Why Forensic Analysis Matters
  39. Why Most Investors Miss Thesis-Breaking Events
  40. Why One Sentence in a Filing Can Change Your Thesis
  41. Your Thesis Does Not End When You Buy

AI & Finance

40 articles
  1. What AI Tools Do Portfolio Managers in India Actually Need?
  2. The Risks of AI in Investment Research: Hallucinations, Stale Data, Bias and Leakage
  3. Is AI Stock Analysis Reliable? Seven Tests Before You Trust an Answer
  4. AI for the Indian Stock Market: A Practical Research Guide
  5. AI for Mutual Fund Analysis in India: Useful Work, Dangerous Shortcuts
  6. ChatGPT and Claude for Indian Stock Analysis: A Safe Workflow
  7. Finance AI in India: What It Can Actually Do for Investors
  8. If Everyone Has AI, Who Wins?
  9. Building Trustworthy AI for Investing
  10. Revenue Segmentation Is Harder Than It Looks
  11. Structured vs Unstructured Financial Data: Why Real Analysis Needs Both
  12. Why Point-in-Time Databases Are Hard to Build
  13. Why Restatements Break Models and Backtests
  14. Why XBRL Isn't Enough for Real Financial Analysis
  15. Building an AI That Understands Financial Statements
  16. Why Every Investment Team Will Have an AI Operating System
  17. Financial Modelling with AI: What It Does and What Stays Human
  18. From Reading Documents to Asking Questions
  19. How AI Compresses a Week of Research Into an Hour
  20. Investing Before AI and After AI: How the Research Day Actually Changes
  21. Structuring Decades of Filings So an AI Can Actually Use Them
  22. The Death of Ctrl+F in Annual Reports
  23. The Death of the Static Research Report
  24. The Engineering Challenges Behind Institutional AI
  25. Why Citations Are Non-Negotiable in Financial AI
  26. Why Deterministic Forecasting Beats LLM Guesses
  27. Why Every Analyst Will Have an AI Associate
  28. Why Point-in-Time Data Matters in Research and Backtests
  29. Why Research Coverage Is Becoming Obsolete
  30. AI for Equity Research in India: A Beginner's Practical Guide
  31. The Hardest Part of AI in Finance Is Not the Model. It Is the Data.
  32. The AI Research Analyst Is Here: What Actually Works and What Is Just Marketing
  33. Can AI Predict Company Earnings? Separating Hype From Reality
  34. Can AI Actually Read a Balance Sheet? Where LLMs Break on Financial Statements
  35. GPT vs Claude vs Gemini on Company Filings: Why Model Benchmarks Mislead in Finance
  36. Why AI Investing Apps Keep Getting Indian Stocks Wrong
  37. Why ChatGPT Hallucinates Financial Numbers, and How to Catch It
  38. Why Earnings Call Transcripts Break Search, and What AI Must Do Instead
  39. Why RAG Alone Fails for Equity Research
  40. AI Will Not Replace the Analyst. It Will Replace the Grunt Work.

Education

101 articles
  1. E-Way Bills Grew 6%. Why a Logistics Stock Still Might Not
  2. GST Collections Rose 7.9%. Should Your Portfolio Care?
  3. Car Registrations Are Not Car Sales: How to Read VAHAN Data
  4. How to Verify an AI Stock-Research Answer in 60 Seconds
  5. How to Read a Balance Sheet: A Practical Indian Company Example
  6. ROE vs ROCE: Which Return Metric Fits Which Business?
  7. Advance Decline Ratio Explained: The A/D Line and How to Read It
  8. Average Trade Profit, Explained: Per-Trade Economics and Why Averages Mislead
  9. Best and Worst Month Analysis: What Extreme Months Reveal About Risk
  10. Bulk and Block Deals Explained: What the Data Shows and What It Hides
  11. Buy and Hold vs Strategy Returns: The Baseline Every Backtest Must Beat
  12. CAGR vs XIRR vs Absolute Returns: Which One Is Correct?
  13. Concentration Risk in Portfolios: Measuring It by Position, Sector and Factor
  14. Corporate Actions and Adjusted Prices: Why Price History Must Be Restated
  15. Correlation Matrix in Portfolios: How to Read One, and Why Correlations Rise in a Crisis
  16. Diversification: How Many Stocks Does a Portfolio Need?
  17. Downside Deviation Explained: Measuring Only the Volatility That Hurts
  18. Drawdown Recovery Analysis: Underwater Curves and the Arithmetic of Losses
  19. Factor Investing in India: What Factors Are and How They Are Measured
  20. FII and DII Flows Explained: Who They Are and What the Data Shows
  21. Free Float Market Cap Explained: Why Indices Use It
  22. Gross Profit and Loss, Explained: What Sits Between Gross and Net
  23. How Indian Stock Indices Are Constructed
  24. Index Rebalancing Explained: Reviews, Inclusions and Exclusions
  25. Insider Trading Disclosures in India: What SAST and PIT Filings Actually Show
  26. Market Breadth Indicators: A Health Check on a Rally, and Its Limits
  27. Momentum Investing in India: How It Is Practised, and Where It Hurts
  28. Nifty 50 vs Nifty 500: Coverage, Concentration and What Each Represents
  29. Portfolio Dividend Yield: How It Is Computed and What It Does Not Promise
  30. Portfolio and Backtest Metrics, Explained: The Complete Guide
  31. Portfolio P/E and P/B Ratio: How Portfolio Valuation Is Aggregated
  32. Portfolio Turnover Explained: What Drives It, and What It Costs
  33. Quant Investing in India: The State of It, Plainly
  34. Relative Rotation Graph (RRG) Explained: The Four Quadrants, RS-Ratio and RS-Momentum
  35. Relative Strength Explained: Measuring Performance Against a Benchmark
  36. Risk Adjusted Returns Explained: Why Raw Return Is Never the Whole Answer
  37. Rolling Returns Explained: Why They Beat Point-to-Point Returns
  38. Seasonality Analysis in Indian Markets: What the Studies Show and What They Hide
  39. Sharpe vs Sortino vs Calmar: Which Risk-Adjusted Ratio Answers Which Question?
  40. Short-Term vs Long-Term Capital Gains in India: The Structure, Explained
  41. Tax on Portfolio Rebalancing in India: How the Cost Actually Works
  42. Total Return Index vs Price Index: Why TRI Is the Fair Comparison
  43. Upside and Downside Capture Ratio, Explained
  44. Volatility and Standard Deviation Explained: What They Really Measure
  45. What Is Alpha in Investing? Return Beyond the Benchmark, Explained
  46. What Is Beta in Investing? Sensitivity to the Market, Explained
  47. What Is CAGR? Compound Annual Growth Rate, Explained
  48. What Is the Calmar Ratio? Return Measured Against Maximum Drawdown
  49. What Is the Information Ratio? Active Return per Unit of Tracking Error
  50. What Is Maximum Drawdown? The Largest Peak to Trough Fall, Explained
  51. What Is Profit Factor? Gross Profit Over Gross Loss, Explained
  52. What Is R-Squared in Investing? How Much of a Portfolio the Benchmark Explains
  53. What Is Rule-Based Investing? Rules, Discretion, and What Rules Actually Buy You
  54. What Is the Sharpe Ratio? Excess Return per Unit of Risk, Explained
  55. What Is the Sortino Ratio? Return per Unit of Downside Risk
  56. What Is the Low Volatility Factor? The Low Vol Anomaly, Explained
  57. What Is the Momentum Factor? Lookback Windows and Crash Risk
  58. What Is the Quality Factor? Profitability, Stability and Leverage
  59. What Is the Size Factor? The Small Cap Premium and Its Caveats
  60. What Is the Value Factor? Cheapness Measures and Value Traps
  61. What Is Tracking Error? How Far a Portfolio Drifts From Its Benchmark
  62. What Is the Treynor Ratio? Excess Return per Unit of Market Risk
  63. What Is Value at Risk? VaR in Plain Language, and the Tail It Hides
  64. Win Rate in Investing: Why a High Hit Rate Can Still Lose Money
  65. How Does USD/INR Affect Your Portfolio?
  66. The 1x P/E Illusion: When One-Time Profit Distorts Valuation
  67. When Profit Outruns Sales: Four Checks Before You Celebrate
  68. The Quarter That Changes a Thesis: How One Result Can Rewrite the Story
  69. Why a Cheap Stock Can Stay Cheap: Understanding Value Traps
  70. Analysis Paralysis in the AI Era
  71. Information Overload Is the Real Edge Killer
  72. The Biggest Mistake Is Not Revisiting Your Thesis
  73. The Cost of Missing One Filing
  74. The Hidden Tax of Fragmented Research
  75. Why Conviction Fades After You Buy
  76. How to Compare Two Companies Properly: A Checklist
  77. How to Read ITC: Five Businesses, One Cash Machine
  78. Why India's Bluechips Struggle to Grow (and Why That Is Normal)
  79. The P/E Ratio Is Not Enough: Six Numbers to Read With It
  80. Reading Debt: Debt-to-Equity and Interest Coverage, Explained
  81. Dividend Yield vs Payout Ratio: How to Read a Company's Dividend
  82. EPS Explained: How Buybacks and Bonus Shares Change the Number
  83. Free Cash Flow vs Net Profit: Why Cash Is Harder to Fake
  84. How PMS Firms Research Indian Stocks
  85. How to Forecast Bank Earnings: A Practical Framework
  86. How to Read a Cash Flow Statement
  87. How to Read an Annual Report in 30 Minutes: What Actually Matters
  88. How to Read a Bank's Financials: NIM, CASA, NPA and Why ROCE Does Not Apply
  89. How to Value a Cyclical Company (and Why P/E Betrays You)
  90. How to Value NBFCs: A Guide to Indian Non-Bank Lenders
  91. Indian Banks NIM Forecasting Guide: How Net Interest Margin Moves
  92. Indian Concall Analysis: How to Read an Earnings Call, With Examples
  93. Operating Margin Explained: What It Reveals About a Business
  94. The P/E Ratio Explained: Why a Low P/E Is Not Always Cheap
  95. Promoter Holding and Pledging: What They Signal in Indian Stocks
  96. What Is an Economic Moat? Competitive Advantage, With Indian Examples
  97. EBITDA Explained: The Number Companies Love and Investors Should Question
  98. Lookahead Bias, Explained: The Silent Killer of Stock Backtests
  99. What Is ROCE? Return on Capital Employed, Explained with Indian Examples
  100. Return on Equity (ROE) Explained: Why a High Number Can Mislead
  101. Working Capital and the Cash Conversion Cycle, Explained

Company

36 articles
  1. Jubilant Ingrevia: The Recovery Is Real but Not Complete
  2. The HDFC Bank Business Model Explained
  3. How India's Biggest Companies Make Money: Business Models Explained
  4. The ICICI Bank Business Model Explained
  5. The Infosys Business Model Explained
  6. The Nykaa Business Model Explained
  7. The Paytm Business Model Explained
  8. The Tata Motors Business Model Explained
  9. The TCS Business Model Explained
  10. The Trent Business Model Explained
  11. The Adani Ports Business Model Explained
  12. The Asian Paints Business Model Explained
  13. How Does SBI Make Money? India's Biggest Bank, Explained
  14. The Bajaj Finance Business Model Explained
  15. The Bharti Airtel Business Model Explained
  16. The Coal India Business Model Explained
  17. The DMart Business Model Explained (Avenue Supermarts)
  18. Gross vs Net Revenue: The Excise Trap in Oil Marketing Companies
  19. HDFC Bank CASA Ratio: History and What It Means
  20. The Hindustan Unilever (HUL) Business Model Explained
  21. How to Forecast HDFC Bank Earnings: A Framework
  22. The IndiGo (InterGlobe Aviation) Business Model Explained
  23. The IRCTC Business Model Explained
  24. The ITC Business Model Explained
  25. The Larsen & Toubro (L&T) Business Model Explained
  26. The Maruti Suzuki Business Model Explained
  27. The Nestle India Business Model Explained
  28. The Pidilite Business Model Explained (Fevicol and Beyond)
  29. The Reliance Industries Business Model Explained
  30. Tata Motors Revenue Model Explained
  31. The Titan Business Model Explained
  32. Trent: The Business and How Its Valuation Works
  33. The Varun Beverages Business Model Explained
  34. The Zomato (Eternal) Business Model Explained
  35. TCS Financials Explained: Revenue, Margins and Returns
  36. Infosys Financials Explained: Revenue, Margins and Returns

Comparison

41 articles
  1. AlphaSense vs Rogo vs Altys: Which AI Research Platform Fits an Indian Investment Team?
  2. Altys vs Atlys: Investment Research Platform or Visa App?
  3. Kalpi vs Multibagg vs Altys: Three Different Ways to Use AI and Rules in Indian Investing
  4. Screener.in vs Tijori Finance vs Altys: Which Indian Research Tool Fits Your Workflow?
  5. Best Qualitative Stock Research Tools in India (2026): Filings, Concalls and Management Analysis
  6. Portfolio Analysis Tools in India: What Good Software Should Show
  7. Screener AI vs Altys: Company Q&A or Continuous Research System?
  8. Stock Research Platforms in India: How to Choose the Right One
  9. Best Backtesting Platforms in India: A Fair Roundup
  10. Best Quant Investing Tools in India (2026): Research, Backtesting and Execution Compared
  11. Kalpi Alternatives for Deep Fundamental Research in India
  12. Quant Research Tools for PMS and AIF Desks: What Changes at Institutional Scale
  13. Rule-Based Investing Platforms Compared: The Axes That Actually Matter
  14. Stock Basket Platforms in India: How the Category Works
  15. Can a 3% Margin Business Earn 20% ROCE? Here’s the math
  16. Revenue Grew 22%. So Why Did the Stock Fall 16%?
  17. The Paint Sector's ₹100 Test: Four Financial Fingerprints
  18. AI Stock Screeners for Indian Stocks: What They Do, and How to Choose
  19. The Best Mutual Fund Research Tools in India (2026), by Who They Fit
  20. Raise AI and Fuzz: What They Are, and an India-Focused Research Alternative
  21. Tickertape Alternatives for Indian Stock and Mutual Fund Analysis
  22. Tijori Stack vs Altys: Two Different AI Research Systems for India
  23. Aftermarkets for Indian Stocks: What It Does and an India-Focused Research Alternative
  24. AlphaSense in India: What It Does and India-Focused Alternatives for Equity Research
  25. Best AI Stock Research Tools in India (2026): Public, Pilot and Enterprise Options
  26. Best Investment Research Platforms for Indian Stocks (2026)
  27. The Best Fundamental Analysis Tools for Indian Stocks (2026)
  28. Bloomberg Terminal Alternatives for Indian Equity Research
  29. Morningstar Direct Alternatives for Indian Equities and Funds
  30. Multibagg Alternatives: AI Research Tools for Indian Stocks
  31. Rogo AI and Indian Markets: What to Know and the India-Focused Alternative
  32. Screener.in and Beyond: Tools for Professional-Grade Indian Equity Research
  33. Tijori Finance Alternatives for Deeper Indian Equity Research
  34. TIKR for Indian Stocks: Coverage and India-Focused Alternatives
  35. Trendlyne Alternatives for Fundamental and Institutional Research in India
  36. Airtel vs Jio: How India's Telecom Duopoly Actually Competes
  37. Asian Paints vs Berger Paints: The Duopoly, Compared
  38. HDFC Bank vs ICICI Bank: A Side by Side Look at India's Big Two
  39. Maruti Suzuki vs Tata Motors: Two Very Different Ways to Sell Cars
  40. Alternatives to Morningstar for Indian Equity Research
  41. TCS vs Infosys: A Side by Side Look at the Financials

Methodology

63 articles
  1. Investment Research Software Checklist for Indian Firms
  2. Alpha Is Discipline: Why Better Investing Is Often Boring
  3. What Is Data-Driven Investing? A Practical Framework for Indian Investors
  4. The Filing Is Late. The Footprints Arrive Every Day.
  5. Quantitative vs Qualitative Stock Research in India: Why Serious Portfolios Need Both
  6. Why India Needs Rule-Based Portfolio Governance
  7. FII and DII Ownership Changes: What Moved in Q1 FY27?
  8. AI Stock Analysis in India: A Step-by-Step Research Workflow
  9. Financial Data Platforms in India: What Serious Research Requires
  10. Point-in-Time Financial Data in India: A Buyer’s Guide for Investment Teams
  11. Benchmark Selection for Portfolios: How the Wrong Benchmark Invents Alpha
  12. Building a Factor Scorecard: Turning Definitions Into a Repeatable Score
  13. Building an Exit Framework: How a Rules-Based Sell Discipline Is Designed
  14. Common Backtesting Mistakes That Make Results Look Better Than Reality
  15. Equal Weight vs Market-Cap Weight: Two Default Schemes, Two Different Portfolios
  16. Factor Crowding Explained: When Too Much Money Chases the Same Signal
  17. Factor Cyclicality and Drawdowns: Sizing for the Droughts
  18. Factor Exposure Analysis: What Your Portfolio Is Actually Exposed To
  19. How Often Should You Rebalance a Portfolio?
  20. How to Backtest a Stock Strategy in India: An End-to-End Walkthrough
  21. How to Identify Momentum Stocks: The Measurement Method
  22. How to Read a Backtest Report
  23. How to Read an RRG Chart: A Practical Method and Its Limits
  24. How to Use FII and DII Data Without Over-Reading It
  25. In-Sample vs Out-of-Sample Testing: The Minimum Honest Backtest Check
  26. An IPO Analysis Framework: How to Read a DRHP Section by Section
  27. Liquidity Constraints in Backtesting: Why a Paper Strategy Cannot Always Be Filled
  28. Monte Carlo Simulation in Investing: What It Adds and Where It Breaks
  29. Multi-Factor Investing Explained: Blending vs Integrating
  30. Portfolio Construction Basics: From an Idea List to an Actual Portfolio
  31. Portfolio Drawdown Management: Planning for Losses Before They Happen
  32. Portfolio Review Checklist: A Structure for the Periodic Review
  33. Position Sizing Methods: Equal Weight, Conviction Weight and Risk Parity
  34. Rebalancing Frequency and Backtest Results: How Often You Trade Changes What You Measure
  35. Rebalancing Methods Compared: The Mechanics of Each Approach
  36. Scenario Analysis Explained: Building Coherent Futures, Not One Forecast
  37. Sector Rotation Strategy in India: How Rotation Is Measured and Analysed
  38. Sensitivity Analysis Explained: Which Assumption Actually Moves the Answer
  39. Slippage and Impact Cost: The Gap Between the Modelled Price and the Real One
  40. Stress Testing a Portfolio: Historical and Hypothetical Shocks
  41. Survivorship Bias in Backtests: Why Today's Index Lies About the Past
  42. Systematic vs Discretionary Investing: An Honest Comparison
  43. Tracking a Model Portfolio: Model Versus Actual, Drift and Record-Keeping
  44. Transaction Costs in Backtests: Brokerage, STT, Stamp Duty and GST
  45. Walk-Forward Analysis Explained: Rolling Re-Estimation as a Stricter Test
  46. What-If Analysis in Financial Models: Structuring It So It Changes a Decision
  47. What Is Overfitting in Backtesting? Curve-Fitting, Parameters and How to Detect It
  48. Why Backtest Results Don't Repeat in Live Investing
  49. P/E Below 20 Worked for Me. Until It Didn’t.
  50. Same Score, Different Stock: What Factor Ratings Can Hide
  51. A Practical Guide to Forensic Accounting for Indian Stocks
  52. Building KPI Trees for Indian Companies
  53. Common Modelling Mistakes Analysts Make
  54. How Sell-Side Analysts Forecast Revenue
  55. Why Unit Economics Matter More Than Earnings
  56. How to Build a DCF Model for Indian SaaS Companies
  57. How to Build a Three-Statement Financial Model
  58. How to Model Asian Paints Gross Margins
  59. How to Write an Investment Memo (With a Template)
  60. A Management Guidance Database for India: What It Is and Why It Matters
  61. Management Guidance: What It Is and Why Analysts Track Every Word
  62. The Equity Research Process, Step by Step
  63. Data Quality Beats Model Quality: A Year Reading Indian Filings

Mutual Fund

14 articles
  1. Active Share Explained: How Different Is a Fund From Its Index?
  2. Expense Ratio Impact on Returns: The Arithmetic of a Recurring Fee
  3. Index Funds vs ETFs in India: Structure, Tracking and Costs
  4. PMS vs Mutual Funds vs Stock Baskets: Structure, Costs and Transparency
  5. Smart Beta Funds in India: What They Are and How to Evaluate One
  6. SPIVA India Explained: What the Scorecard Measures and How to Read It
  7. Why Active Funds Underperform Their Benchmarks
  8. Comparing Fund Manager Portfolios at Scale
  9. Finding Consensus Changes Before Earnings
  10. How Mutual Fund Analysts Compare Companies Within a Sector
  11. How Portfolio Managers Monitor 100 Companies at Once
  12. Managing Research Coverage Across Sectors
  13. Measuring Portfolio Drift: How a Portfolio Wanders From Its Mandate
  14. What Changes After Every Quarterly Result: An Analyst's Update Routine