Issue #7

Turn any 10-K into a competitive intelligence brief in 5 minutes

The 3-prompt system that extracts competitive intelligence from public filings faster than any analyst.

AI Finance Brief 2026-04-19 Free issue

The Competitive Intelligence Extraction


Step 1: The Risk Factor Scan (90 seconds)


Download the 10-K from EDGAR or your filing service. Paste the Risk Factors section (Item 1A) into your LLM:


You are a competitive intelligence analyst. Here is the Risk Factors section from [COMPETITOR]'s latest 10-K filing:

[PASTE RISK FACTORS]

Analyze this for competitive intelligence:

1. NEW RISKS: What risk factors are NEW in this filing that were not in typical prior filings? (New risks = new concerns from management, often the most revealing section.)
2. RISK LANGUAGE CHANGES: Look for escalation language — words like "significant," "material," "substantial" appearing where milder language appeared before. Flag any risk that has been upgraded in severity.
3. COMPETITIVE MENTIONS: Does the filing mention specific competitors, new market entrants, or technology threats? What exactly do they say?
4. REGULATORY EXPOSURE: What regulatory risks do they flag? Any pending litigation that could create industry-wide liability?
5. SUPPLY CHAIN / CUSTOMER: Do they disclose customer concentration? Supplier dependency? Any single-source risks?

For each finding, tell me: what does this mean for [MY COMPANY] specifically?

Step 2: The Financial Deep Dive (90 seconds)


Paste the financial statements and relevant footnotes:


Here are [COMPETITOR]'s financial statements and key footnotes:

[PASTE INCOME STATEMENT, BALANCE SHEET, RELEVANT FOOTNOTES]

Extract competitive intelligence:

1. MARGIN TRAJECTORY: How are gross margins and operating margins trending? If they are improving, is it from pricing power or cost cuts? (Pricing power = they have competitive advantage. Cost cuts = they are under pressure.)
2. CAPEX PATTERN: Where are they investing? Compare capex to depreciation — are they investing for growth (capex > depreciation) or milking the business (capex < depreciation)?
3. REVENUE MIX: How is the revenue mix shifting between segments? Which segments are growing and which are shrinking? What does this tell you about where the market is moving?
4. WORKING CAPITAL: Are receivables growing faster than revenue? (Could mean channel stuffing or customer payment issues.) Are inventories building? (Could mean demand softening.)
5. DEBT STRUCTURE: When does their debt mature? What are they paying in interest? Are they financially flexible enough to compete on pricing if needed?
6. HIDDEN NUMBERS: What is in the footnotes that is not in the headline numbers? Restructuring charges, asset impairments, off-balance-sheet items?

Frame every finding as: "This means [X] for my portfolio company because [Y]."

Step 3: The Strategic Summary (60 seconds)


Based on the risk factors and financial analysis, build me a 1-page competitive intelligence brief:

1. THREAT LEVEL: On a scale of 1-5, how much of a competitive threat is this company to [MY COMPANY] right now? Is the threat increasing or decreasing?
2. STRATEGIC DIRECTION: Where is this competitor heading? Are they expanding into our markets, retreating, or pivoting?
3. FINANCIAL HEALTH: Are they stronger or weaker than last year? Can they afford to compete on price? Fund R&D? Make acquisitions?
4. EXPLOITABLE WEAKNESSES: Based on their disclosures, where are they vulnerable? Customer concentration? Technology gaps? Balance sheet constraints?
5. WATCH ITEMS: Give me 3 things to monitor over the next quarter that would signal a change in the competitive dynamic.
6. PORTFOLIO ACTION: Based on this analysis, should I be more or less confident in my position in [MY COMPANY]? What specific metric should I watch for confirmation?



The Real Value


Individual stock analysis is everywhere. Every analyst on the street covers the same names and reads the same reports. But competitive intelligence — understanding what your company's competitors are doing and what it means for your position — is where the real differentiation happens.


Most portfolio managers do not have time to read their competitors' 10-Ks. They rely on sell-side analysts to flag issues. But sell-side coverage is shrinking every year and conflicts of interest are real.


This workflow gives you primary source intelligence from public documents in 5 minutes. That is an edge the market is not pricing in.




What is Coming Next Week


Issue #8: The portfolio stress test — simulate how your portfolio performs under 6 different scenarios in under 10 minutes.




AI Finance Brief is written by a team that runs live algorithmic trading systems daily. Every workflow is tested on real market data before it reaches your inbox.


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