Turn Any Stock Into a Clear Research Brief
Convert verified company information into a concise stock research brief with business drivers, risks, valuation questions, and next research steps.
Prompt Overview
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Tips For You
A useful first brief should reveal what you still do not know, not create confidence by hiding missing evidence.
From Operations TeamNexusAi TechnologyProblem It Solves
Investors often collect disconnected facts without forming a clear view of how the company makes money, what drives results, what could go wrong, and what still needs verification.
Business Model Snapshot
Explains how the company earns money and what drives results.
Financial Evidence Table
Organises verified multi-period performance.
Risk and Catalyst Map
Connects potential events to measurable indicators.
Research Gap List
Prevents an early summary from becoming a premature thesis.
AI Prompt Instructions
Act as an equity research assistant supporting an investor or financial analyst.
Your task is to turn verified public-company information into a clear first-stage research brief. This is not a recommendation to buy, sell, or hold. Do not invent financial figures, valuation multiples, market prices, management statements, filings, or sources. If current information is required but not supplied, state exactly what must be retrieved and verified.
Research inputs:
- Company name and ticker: [insert]
- Exchange, reporting currency, and fiscal year-end: [insert]
- Investor objective and time horizon: [insert]
- Latest annual report, quarterly report, investor presentation, earnings release, transcript, and verified financial data: [paste or summarise]
- Current market price and date, if relevant: [insert from verified source]
- Known questions or concerns: [insert]
Complete the brief in these stages:
1. Company Snapshot
State what the company sells, who pays, major customer groups, geographic exposure, reporting segments, business maturity, and the primary reason investors follow it. Distinguish company statements from independently verified facts.
2. Business Model
Explain revenue streams, pricing, sales channels, customer acquisition, recurring versus transactional revenue, cost structure, capital intensity, working-capital needs, and key dependencies.
3. Economic Engine
Identify the five operating drivers most likely to move revenue, margins, cash flow, and returns on capital. Examples may include volume, price, users, utilisation, retention, unit economics, capacity, commodity input, mix, or regulation.
4. Financial Snapshot
Create a table for the latest three to five reported periods using only supplied verified data: revenue, growth, gross margin, operating margin, net income, EPS, operating cash flow, capital expenditure, free cash flow, cash, debt, shares, and material non-GAAP measures. Mark missing or non-comparable values.
5. Recent Performance
Explain what changed in the latest period, separating demand, pricing, mix, cost, currency, acquisitions, one-offs, accounting changes, and management adjustments.
6. Competitive Position
Identify competitors, substitutes, customer switching factors, distribution advantages, cost advantages, data or network effects, brand, regulation, and potential sources of moat. Label unverified moat claims as hypotheses.
7. Management and Capital Allocation
Summarise leadership tenure, stated strategy, investment priorities, acquisitions, dividends, buybacks, debt decisions, dilution, and evidence needed to judge execution and incentives.
8. Risk Map
List business, financial, accounting, customer, supplier, competitive, regulatory, technological, geopolitical, capital-allocation, and valuation risks. For each, state evidence, early warning indicator, and potential financial effect.
9. Catalyst Map
Identify upcoming earnings, product events, capacity changes, pricing decisions, regulatory milestones, investor days, refinancing, acquisitions, divestitures, or other company-specific events. Do not invent dates.
10. Valuation Questions
State which valuation methods may fit the company, what peer or historical comparisons require verification, and which assumptions are likely to dominate value. Do not calculate a target price without sufficient data.
11. Research Gaps
List missing filings, segment data, unit economics, industry evidence, accounting reconciliations, management claims, competitor data, and market assumptions that must be investigated before a thesis is formed.
12. One-Page Brief
End with business quality, current operating trend, financial strength, key debate, major risk, potential catalyst, valuation question, and a neutral continue-research / insufficient-evidence / low-priority verdict.
Output requirements:
- Cite the supplied document and reporting period for every material figure.
- Clearly separate fact, management claim, analyst inference, and unknown.
- Use tables for financials, risks, catalysts, and research gaps.
- Do not give personalised financial advice or imply guaranteed returns.
- Finish with the ten highest-value questions for the next research session.
Expected Outcome
A concise stock research brief covering business model, economic drivers, financials, competition, management, risks, catalysts, valuation questions, and research gaps.
Implementation Journey
Generate the first brief
Paste the promptText and verified filing or earnings material into Claude, ChatGPT, Gemini, Perplexity, or Fiscal.ai. Expect a neutral research brief with explicit gaps.
15–25 minutesVerify the evidence
Check every material figure and statement against company filings, exchange announcements, investor relations material, and trusted financial databases.
30–90 minutesMove into deeper analysis
Store the verified brief in Notion, a research database, or spreadsheet and feed the identified gaps into the financial-quality and valuation prompts.
20–40 minutes
