Point in time financial data, forecasting methodology, and factual research on Indian equities. Informational and educational only.https://tryaltys.ai/https://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://tryaltys.ai/blog/ai-for-equity-research-a-practical-guide/https://tryaltys.ai/blog/ai-for-equity-research-a-practical-guide/AI speeds up equity research by summarising filings, extracting data, monitoring events, and drafting notes, as long as you verify every figure against the source.Mon, 06 Jul 2026 00:00:00 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://tryaltys.ai/blog/indian-concall-analysis-examples/https://tryaltys.ai/blog/indian-concall-analysis-examples/Analyse an Indian concall by reading the opening narrative, then guidance, demand, margins, capex, and the analyst Q&A, where the tells hide.Mon, 06 Jul 2026 00:00:00 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://tryaltys.ai/blog/titan-business-model/https://tryaltys.ai/blog/titan-business-model/How Titan makes money: a Tata group lifestyle company whose profit engine is Tanishq jewellery, plus watches and eyewear. A neutral business explainer.Mon, 06 Jul 2026 00:00:00 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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 GMThttps://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