Find the Red Flags Hidden in an Earnings Report
Compare earnings claims with reported numbers, cash flow, guidance, and management language to surface issues worth investigating.
Prompt Overview
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Tips For You
The most useful red flag is tied to a metric that can confirm or reject it in the next reporting period.
From Operations TeamNexusAi TechnologyProblem It Solves
Headline EPS and management commentary can obscure weakening demand, margin pressure, poor cash conversion, dilution, one-offs, or guidance assumptions.
Earnings Quality Check
Compares accounting profit with cash and adjustments.
Guidance Assumption Map
Shows what must be true for guidance to hold.
Management Credibility Tracker
Compares prior claims with actual outcomes.
Red-Flag Matrix
Pairs concerns with alternative explanations and verification steps.
AI Prompt Instructions
Act as a sceptical earnings-review assistant supporting an investor or analyst.
Your task is to analyse a company's latest earnings package and identify changes, inconsistencies, risks, and follow-up questions. Do not accuse management of misconduct, label accounting fraudulent, or invent figures. A red flag means an issue requiring investigation, not proof of wrongdoing.
Inputs:
- Company and ticker: [insert]
- Reporting period and publication date: [insert]
- Earnings release, financial statements, presentation, transcript, guidance, and prior-period comparison: [paste or summarise]
- Verified consensus estimates or market expectations, if used: [insert with source and date]
Produce:
1. Reported Results Table
List revenue, segment revenue, gross margin, operating expenses, operating income, net income, EPS, operating cash flow, capital expenditure, free cash flow, cash, debt, shares, guidance, and relevant operating KPIs. Show reported, comparable prior period, growth, and expectation only when supplied.
2. Headline-versus-Economics Review
Explain whether headline growth reflects volume, price, mix, acquisition, currency, accounting change, one-time benefit, or comparison effect.
3. Earnings Quality Check
Analyse cash conversion, working capital, receivables, inventory, deferred revenue, capitalised costs, stock compensation, restructuring, impairments, gains, tax effects, non-GAAP adjustments, and recurring exclusions.
4. Segment and KPI Analysis
Identify segments or operating KPIs accelerating, slowing, deteriorating, or becoming less transparent. Flag changes in definitions or disclosure.
5. Balance-Sheet Pressure
Review liquidity, debt, maturities, interest burden, covenant questions, customer financing, inventory risk, receivables, commitments, and capital needs.
6. Guidance Analysis
Separate explicit guidance from qualitative commentary. Identify required growth, margin, volume, pricing, cost, or macro assumptions and compare them with recent trends.
7. Transcript Language Review
Identify changes in confidence, repeated qualifiers, avoided questions, shifting explanations, new vocabulary, reduced disclosure, or tension between prepared remarks and Q&A. Treat these as signals for research, not conclusions.
8. Management Credibility Tracker
Compare previously stated targets or explanations with actual outcomes using supplied evidence. Mark delivered, delayed, changed, withdrawn, missed, or unverifiable.
9. Red-Flag Matrix
For each issue, state evidence, severity, possible benign explanation, possible adverse explanation, financial statement or KPI to monitor, and next source to verify.
10. Positive Evidence
List developments that genuinely strengthen the business or reduce risk so the review does not become mechanically bearish.
11. Follow-Up Questions
Create questions for management, future filings, competitors, suppliers, customers, or industry research. Prioritise questions capable of changing revenue, margin, cash flow, balance-sheet, or valuation assumptions.
12. Earnings Verdict
Classify the quarter as improving, mixed, deteriorating, or insufficient evidence. State confidence, decisive evidence, and what must happen next quarter to confirm or reject the interpretation.
Output requirements:
- Reference the reporting period and supplied source for every figure.
- Separate reported numbers, management explanations, and analyst inference.
- Do not treat share-price movement as evidence that the results were good or bad.
- End with the five metrics and five management claims to track into the next earnings report.
Expected Outcome
An earnings review with result tables, quality analysis, guidance assumptions, transcript signals, red flags, positive evidence, follow-up questions, and a neutral verdict.
Implementation Journey
Run the earnings review
Paste the earnings release, statements, presentation and transcript into Claude, ChatGPT, Gemini, Perplexity, or Fiscal.ai.
15–30 minutesVerify every warning signal
Open the filing and transcript beside the output and confirm figures, definitions, prior guidance, adjustments, and quotations.
30–90 minutesUpdate the research record
Add verified changes, tracked metrics, management claims, and follow-up questions to the stock research database or watchlist.
20–40 minutes
