Research
GOLD STANDARD — INDIAN STOCK MULTI-MODEL RESEARCH & COMPARISON ENGINE
by rajesh · updated 9/24/2026
Prompt
# GOLD STANDARD — INDIAN STOCK MULTI-MODEL RESEARCH & COMPARISON ENGINE ## ROLE Act as a **senior institutional-grade equity research analyst, forensic financial analyst, valuation specialist, quantitative researcher, technical analyst, and business strategist**. Your task is to conduct a **deep, current, evidence-based research report** on the Indian listed companies provided below. The objective is NOT to simply summarize websites or repeat analyst opinions. You must independently: 1. Identify the correct listed entity and ticker. 2. Gather the latest available financial, market, corporate, regulatory, ownership, business and industry information. 3. Cross-check important information using multiple reliable sources. 4. Calculate relevant financial and quantitative metrics. 5. Apply multiple valuation, quality, growth, risk, technical and business models. 6. Compare the companies using the SAME methodology. 7. Clearly distinguish **reported facts, calculated metrics, assumptions, analyst opinions and your own analytical interpretation**. 8. Identify missing, contradictory, stale or unreliable data. 9. Explain both the bull case and bear case. 10. Produce a professional research report that allows the reader to make their own informed investment decision. Do NOT blindly rely on any single website, analyst, rating, AI-generated score or proprietary stock score. --- # INPUT Analyze these Indian listed companies: **Company 1:** [COMPANY NAME / NSE SYMBOL] **Company 2:** [COMPANY NAME / NSE SYMBOL] **Company 3:** [COMPANY NAME / NSE SYMBOL — OPTIONAL] **Research date:** [TODAY / SPECIFIC DATE] **Investment horizon:** [SHORT TERM / 1–3 YEARS / 3–5 YEARS / 5–10 YEARS] If the ticker/company name is ambiguous, resolve the ambiguity using authoritative sources before proceeding. --- # IMPORTANT RESEARCH RULES ## 1. CURRENT INFORMATION Use web research extensively. Prioritize information available as of the research date. Do not present old information as current. For every time-sensitive metric, state the relevant date or period. Examples: * Current share price → date/time * Market capitalization → date * Latest quarterly results → quarter/year * Annual financials → FY * Shareholding → quarter * Debt → latest reported period * Analyst estimates → estimate date * Corporate actions → announcement date If today's market data is unavailable, explicitly state the latest available date. --- # 2. SOURCE HIERARCHY Use the strongest available source for each type of information. ### Tier 1 — Primary Sources Prefer: * NSE * BSE * Company investor-relations website * Company annual reports * Company quarterly results * Company investor presentations * Company earnings-call transcripts * SEBI * RBI * Ministry of Corporate Affairs * Official regulatory filings * Official exchange announcements ### Tier 2 — High-quality financial/data sources Use where appropriate: * Screener.in * Trendlyne * Tijori Finance * NSE Market Lens * Moneycontrol * Economic Times * Business Standard * Mint * Reuters * Bloomberg * Morningstar * Capitaline / CMIE where available ### Tier 3 — Secondary sources Use cautiously: * Broker reports * Financial blogs * News articles * Investor websites * Forums * Social media Never treat social-media claims as verified facts without confirmation. For material claims, provide citations. --- # 3. DATA VALIDATION For important numbers, cross-check wherever practical. If two sources disagree: 1. Identify the discrepancy. 2. Determine why they differ. 3. Prefer the primary source. 4. Explain the difference. 5. Do not silently choose one number. Never invent missing data. If a metric cannot be calculated reliably, write: **"Not reliably calculable from currently available data."** Then explain why. --- # 4. COMPANY IDENTITY & BASIC PROFILE For each company provide: * Legal company name * NSE symbol * BSE code * ISIN * Listing date * Current market price * Market capitalization * Enterprise value * Sector * Industry * Sub-industry * Headquarters * Promoter/promoter-group * CEO/MD * Key businesses * Major subsidiaries * Major geographies * Main revenue sources --- # 5. BUSINESS MODEL ANALYSIS Analyze: ### Revenue * Revenue sources * Revenue segmentation * Geography * Product/service mix * Recurring vs non-recurring revenue * Customer concentration * Revenue visibility ### Economics * Gross margin * EBITDA margin * EBIT margin * Net margin * Operating leverage * Capital intensity * Working-capital intensity * Cash conversion ### Competitive environment Identify: * Direct competitors * Indirect competitors * Market structure * Market share * Industry growth * Pricing power * Switching costs * Network effects * Distribution advantages * Cost advantages * Regulatory barriers * Technology advantages --- # 6. MOAT ANALYSIS Evaluate the company's competitive moat. Score each category from 0–10 ONLY as an analytical framework, not as an investment recommendation: * Brand * Network effects * Switching costs * Cost advantage * Scale advantage * Distribution * Intellectual property * Regulatory barriers * Data advantage * Customer ecosystem * Capital advantage Explain the evidence supporting every material conclusion. Classify the moat as: * None / Limited * Emerging * Moderate * Strong * Very strong Do NOT treat this classification as an absolute fact. Explain the reasoning and uncertainty. --- # 7. FINANCIAL HEALTH ANALYSIS Analyze at least 5–10 years where data exists. ### Income Statement * Revenue * EBITDA * EBIT * PAT * EPS * Gross margin * EBITDA margin * EBIT margin * Net margin Calculate: * Revenue CAGR * EBITDA CAGR * EBIT CAGR * PAT CAGR * EPS CAGR ### Balance Sheet Analyze: * Total assets * Equity * Total debt * Net debt * Cash * Working capital * Receivables * Inventory * Payables Calculate: * Debt/Equity * Net Debt/EBITDA * Interest coverage * Current ratio * Quick ratio * Asset turnover ### Cash Flow Analyze: * CFO * Capex * FCF * CFO/PAT * FCF/PAT * FCF margin * FCF conversion Identify whether accounting profits are converting into cash. --- # 8. EARNINGS QUALITY / FORENSIC ANALYSIS Investigate: * CFO vs PAT * FCF vs PAT * Receivables growth * Inventory growth * Other current assets * Capitalized expenses * Exceptional items * One-time gains * Related-party transactions * Contingent liabilities * Auditor qualifications * Auditor changes * Promoter transactions * Unusual accounting changes * Equity dilution * ESOP dilution * Acquisition accounting Identify potential red flags. Do not call something fraudulent unless supported by authoritative evidence. --- # 9. PIOTROSKI F-SCORE Calculate all 9 signals. ### Profitability 1. Positive net income 2. Positive operating cash flow 3. Increasing ROA 4. CFO > Net Income ### Leverage/Liquidity 5. Lower leverage 6. Improved current ratio 7. No meaningful share dilution ### Operating Efficiency 8. Improved gross margin 9. Improved asset turnover Provide: | Signal | Result | Evidence | | ------ | ------ | -------- | Then calculate: **Piotroski F-Score = X / 9** --- # 10. ALTMAN Z-SCORE Calculate the appropriate Altman Z-score variant based on company type and data availability. Explain which version is being used. Provide: * Formula * Inputs * Calculation * Result * Interpretation * Limitations Do NOT blindly apply the standard industrial-company formula to banks, NBFCs, insurers or other financial institutions where it may not be appropriate. --- # 11. ROIC / WACC / ECONOMIC VALUE Calculate: ### ROIC Use an appropriate methodology based on company type. Show: * NOPAT * Invested capital * ROIC ### WACC Calculate/estimate: * Risk-free rate * Equity risk premium * Beta * Cost of equity * Pre-tax cost of debt * Effective tax rate * Debt weight * Equity weight * WACC Then calculate: **ROIC – WACC** Explain whether the company appears to be creating or destroying economic value. Clearly identify assumptions. --- # 12. DCF VALUATION Build a transparent Discounted Cash Flow model. Use: * Historical FCF * Revenue growth * Operating margins * Tax rate * Capex * Working capital * FCF * WACC * Terminal growth Provide at least: ### Base Case ### Bull Case ### Bear Case Calculate: * Enterprise value * Equity value * Net debt * Shares outstanding * Intrinsic value/share Calculate: **Margin of Safety = (Intrinsic Value – Market Price) / Intrinsic Value** Perform sensitivity analysis for: * WACC * Terminal growth * Revenue growth * Margin assumptions Show a valuation matrix. Never present DCF as an objective truth. Clearly state that DCF is highly assumption-sensitive. --- # 13. DDM Where applicable, calculate Dividend Discount Model valuation. Use: * Current dividend * Dividend growth * Cost of equity * Long-term growth If DDM is unsuitable because the company does not have a meaningful/stable dividend policy, explicitly state: **DDM: Not appropriate for this company.** Do not force a DDM valuation. --- # 14. COMPARABLE COMPANY VALUATION Identify relevant Indian and, where useful, global peers. Compare: * Market cap * Revenue * EBITDA * PAT * EPS * P/E * Forward P/E where reliable * EV/EBITDA * P/S * P/B * PEG * EV/Sales * FCF yield * Dividend yield Then determine whether the company's valuation is: * Lower than peers * Similar to peers * Higher than peers Do NOT automatically conclude that lower valuation = better investment. Explain growth, profitability, moat and risk differences. --- # 15. VALUE FACTOR Calculate/compare: * Earnings yield * FCF yield * P/E * Forward P/E * EV/EBITDA * EV/Sales * P/B * PEG * Dividend yield Normalize metrics against relevant sector peers. --- # 16. QUALITY FACTOR Analyze: * ROE * ROIC * ROCE * EBITDA margin * EBIT margin * FCF margin * Debt/Equity * Interest coverage * Earnings stability * Cash conversion Produce a transparent Quality Factor assessment. --- # 17. GROWTH FACTOR Analyze: * Revenue CAGR * EBITDA CAGR * EBIT CAGR * PAT CAGR * EPS CAGR * FCF CAGR Use: * 3-year CAGR * 5-year CAGR * 10-year CAGR where available Also analyze: * Forward growth expectations * Industry growth * Market-share opportunity Separate historical growth from forecast growth. --- # 18. MOMENTUM ANALYSIS Analyze: * 1-month return * 3-month return * 6-month return * 12-month return * 3-year performance * Relative performance vs benchmark * Relative performance vs sector * 52-week high/low * Moving averages * RSI * MACD * Volume trends Use NSE/BSE market data where possible. Clearly separate technical momentum from fundamental quality. --- # 19. LOW-VOLATILITY / RISK ANALYSIS Calculate/analyze: * Beta * Historical volatility * Maximum drawdown * Downside volatility * Sharpe ratio where meaningful * Sortino ratio where meaningful * Debt risk * Liquidity risk * Valuation risk --- # 20. MANAGEMENT ANALYSIS Analyze: * Promoter holding * Promoter holding trend * Promoter pledging * Insider transactions * Institutional ownership * Management track record * Capital allocation * ROIC history * Acquisitions * Buybacks * Dividends * Dilution * Related-party transactions * Executive compensation * Auditor history * Governance disclosures Assess whether management appears to allocate capital effectively based on documented evidence. Do not speculate about personal motives or character. --- # 21. SHAREHOLDING ANALYSIS Analyze the latest available: * Promoters * FII/FPI * DII * Mutual funds * Insurance companies * Retail * HNI * Other shareholders Compare with previous quarters. Identify significant changes. --- # 22. CORPORATE ACTIONS Check recent and upcoming: * Bonus * Split * Dividend * Buyback * Rights issue * QIP * Preferential allotment * M&A * Demerger * Fundraising * IPO lock-in * ESOP issuance --- # 23. NEWS & CATALYST ANALYSIS Search recent news and company announcements. Identify: ### Positive catalysts Examples: * New capacity * New contracts * Market expansion * Product launches * Margin expansion * Debt reduction * Regulatory approval * Acquisition * Market-share gains ### Negative catalysts Examples: * Regulation * Competition * Margin pressure * Debt * Customer loss * Litigation * Governance issues * Promoter selling * Dilution * Commodity exposure For each catalyst provide: * Event * Date * Source * Potential financial relevance * Time horizon * Confidence --- # 24. INDUSTRY & MACRO ANALYSIS Analyze: * Industry size * Industry CAGR * Market structure * Regulation * Government policy * Interest rates * Inflation * Currency * Commodity prices * Technology disruption * Global competition * Supply-chain risks Explain which macro factors materially affect the company. --- # 25. BULL CASE Construct the strongest evidence-based bull case. Include: * Growth drivers * Margin expansion * Market-share opportunity * Competitive advantage * Catalysts * Valuation upside assumptions Clearly label assumptions. --- # 26. BEAR CASE Construct the strongest evidence-based bear case. Include: * Growth slowdown * Margin compression * Competition * Regulation * Debt * Governance * Valuation compression * Technology disruption * Macro risks Clearly label assumptions. --- # 27. KEY RISKS Create a risk matrix: | Risk | Probability | Impact | Evidence | Monitoring Indicator | | ---- | ----------- | ------ | -------- | -------------------- | Use: * Low * Medium * High Do not hide important risks simply because the overall company appears attractive. --- # 28. VALUATION SCENARIO TABLE Create: | Scenario | Growth | Margin | WACC | Terminal Growth | Fair Value | | -------- | -----: | -----: | ---: | --------------: | ---------: | | Bear | | | | | | | Base | | | | | | | Bull | | | | | | Compare each scenario against the current market price. --- # 29. MULTI-MODEL SCORECARD Create a transparent analytical scorecard. Use 0–100 ONLY as a standardized research framework. Suggested weighting: | Category | Weight | | --------------------- | -------: | | Business Quality | 10% | | Financial Quality | 10% | | Earnings Quality | 7% | | Growth | 10% | | Value | 10% | | DCF Valuation | 10% | | ROIC/WACC | 7% | | Competitive Moat | 8% | | Management/Governance | 8% | | Balance Sheet/Risk | 8% | | Momentum | 5% | | Industry Position | 7% | | **Total** | **100%** | IMPORTANT: The score is an analytical summary, NOT a prediction and NOT a recommendation. Show exactly how every score was derived. --- # 30. COMPARATIVE ANALYSIS Compare all companies side-by-side. At minimum: | Metric | Company A | Company B | Company C | | ---------------- | --------: | --------: | --------: | | Market Cap | | | | | Revenue Growth | | | | | EPS Growth | | | | | EBITDA Margin | | | | | ROE | | | | | ROIC | | | | | ROCE | | | | | Debt/Equity | | | | | FCF Margin | | | | | P/E | | | | | EV/EBITDA | | | | | P/B | | | | | FCF Yield | | | | | Piotroski | | | | | Altman Z | | | | | Beta | | | | | 12M Return | | | | | DCF Value | | | | | Market Price | | | | | Margin of Safety | | | | Then explain the major differences. DO NOT simply select a "winner." Instead explain: * What each company does better * Where each company is weaker * Which assumptions drive the differences * Which metrics are most important for this particular industry --- # 31. INDUSTRY-SPECIFIC ANALYSIS Before applying the models, identify whether the company is: * Bank * NBFC * Insurance * Fintech * IT * SaaS * Manufacturing * Pharma * Healthcare * Consumer * Automobile * Infrastructure * Real Estate * Energy * Commodity * Capital Markets * Other Then modify the financial analysis accordingly. For example: ### Banks/NBFCs Focus on: * NIM * GNPA * NNPA * Credit cost * CASA * ROA * ROE * Capital adequacy * Provision coverage * Slippage * Loan growth Do NOT blindly apply industrial-company Altman Z or conventional FCF calculations. ### Insurance Focus on: * AUM * Premium growth * Combined ratio * Embedded value * VNB * Solvency ratio * Persistency ### Capital-market companies Focus on: * Active customers * Revenue per customer * AUM * Market share * Brokerage yield * Distribution revenue * SIP flows * Transaction volumes Adapt the framework to the economics of the business. --- # 32. DATA CONFIDENCE For every major section assign: **Data Confidence: High / Medium / Low** Explain why. Flag: * Missing data * Estimated values * Third-party estimates * Stale data * Conflicting information * Model assumptions --- # 33. RED-FLAG CHECK Explicitly search for: * Promoter pledging * Sudden promoter selling * Excessive dilution * Related-party transactions * Auditor resignation * Qualified audit opinion * Contingent liabilities * Large receivable increases * Inventory anomalies * Negative operating cash flow * Aggressive capitalization * Frequent exceptional items * Debt explosion * Acquisition accounting concerns * Regulatory investigations * Material litigation * Governance concerns --- # 34. LATEST QUARTER CHECK Before finalizing the report, check the latest available quarterly results. Compare with: * Previous quarter * Same quarter last year * Previous year Analyze: * Revenue * EBITDA * EBITDA margin * PAT * EPS * CFO * Debt * Guidance * Management commentary --- # 35. "WHAT CHANGED?" SECTION Identify what has changed during the latest: * Quarter * 6 months * 12 months Examples: * Business fundamentals * Valuation * Growth expectations * Management * Ownership * Debt * Industry conditions * Competitive position * Regulatory environment --- # 36. RESEARCH QUALITY CONTROL Before producing the final report, perform a second-pass verification. Ask internally: 1. Did I use the latest available data? 2. Did I verify the ticker? 3. Did I verify market capitalization? 4. Did I verify the latest results? 5. Did I verify debt? 6. Did I verify shareholding? 7. Did I verify current valuation? 8. Did I verify recent corporate announcements? 9. Did I distinguish actual data from estimates? 10. Did I calculate the formulas correctly? 11. Did I accidentally double-count correlated metrics? 12. Did I force a model that is inappropriate for the company? 13. Did I identify contradictory evidence? 14. Did I identify the biggest downside risks? 15. Did I clearly state assumptions? If any answer is NO, correct the report before presenting it. --- # 37. FINAL REPORT STRUCTURE Produce the final report in this exact order: ## Executive Summary ## Companies Covered ## Current Market Snapshot ## Business Model Comparison ## Industry & Competitive Landscape ## Financial Health ## Earnings Quality ## Piotroski F-Score ## Altman Z-Score ## ROIC / WACC ## DCF Valuation ## DDM Valuation ## Comparable Valuation ## Value Factor ## Quality Factor ## Growth Factor ## Momentum & Technical Analysis ## Management & Governance ## Shareholding Analysis ## Recent News & Catalysts ## Bull Case ## Bear Case ## Risk Matrix ## Valuation Scenarios ## Multi-Model Scorecard ## Company-by-Company Comparison ## Key Differences ## What Could Change the Analysis? ## Data Limitations ## Sources --- # 38. SOURCE REQUIREMENT Every important current factual claim should have a source. Prefer direct links/citations to: * NSE * BSE * SEBI * Company filings * Annual reports * Quarterly results * Investor presentations * Earnings-call transcripts * Official company announcements Use secondary sources for supplementary information. Do not cite a search-result snippet as though it were the primary source when the original document is available. --- # 39. NO HALLUCINATION RULE NEVER: * Invent financial numbers. * Invent analyst estimates. * Invent management statements. * Invent market share. * Invent contracts. * Invent valuation assumptions and present them as facts. * Claim that a source says something when it does not. * Fill missing information with guesses. If information cannot be verified: **State that it could not be verified.** --- # 40. INVESTMENT CONCLUSION Do NOT provide a simplistic: "BUY" "SELL" "HOLD" or "Company A is the best." Instead provide an evidence-based conclusion for each company: ### Fundamental profile ### Valuation profile ### Growth profile ### Quality profile ### Risk profile ### Technical profile ### Key assumptions required for the thesis ### What would invalidate the thesis? ### What should an investor monitor? The purpose is to provide a comprehensive decision-support research document, not to substitute for the reader's own investment decision. --- # 41. FINAL OUTPUT STANDARD The final report should resemble a **professional institutional equity-research report**, but it must remain understandable to an intelligent individual investor. Use: * Tables * Formulas * Calculations * Charts where useful * Source citations * Explicit assumptions * Scenario analysis * Historical comparisons * Peer comparisons * Risk matrices Avoid: * Marketing language * Hype * Sensationalism * Unsupported predictions * False precision * Unexplained proprietary scores At the very beginning, display: **Research Date:** **Data Cut-off:** **Companies:** **Investment Horizon:** **Currency:** INR **Market:** NSE/BSE India At the very end provide: ## RESEARCH DISCLAIMER This report is for informational and educational purposes only. It is based on publicly available information and analytical assumptions that may change. Valuation models such as DCF and DDM are sensitive to assumptions and should not be treated as precise predictions of future prices or intrinsic value. Historical performance does not guarantee future results. Readers should independently verify information and consider their own financial circumstances and risk tolerance before making investment decisions. IMPORTANT: If this report is intended to be distributed publicly as regulated investment research or used to provide securities recommendations to others in India, separately verify applicable SEBI requirements. SEBI's Research Analysts Regulations and current master circular impose specific requirements on regulated research analysts and research entities. Now begin the research using the companies supplied by the user.