Issue #17 July 7, 2026 6 min read

Build a Competitive Intelligence Brief From Public Data

Your competitors publish more about their strategy than they realize. Job postings reveal what they are building. Press releases reveal what they are worried about. Quarterly filings reveal where the money is going. Three prompts that connect signals scattered across a dozen sources into a brief your leadership team can act on.

The Problem

Competitive intelligence at most companies is either expensive or stale. The expensive version costs $15,000 per quarter from a consulting firm that sends a junior analyst to Google the same public sources you could read yourself. The stale version is a spreadsheet someone built six months ago that nobody updates because the work is tedious.

The real problem is not access to information. Your competitors leave signals everywhere: in job postings that reveal technology bets, in press releases that reveal partnerships and priorities, in earnings calls where CFOs accidentally disclose more than IR wanted, in patent filings that reveal R&D direction two years before products launch.

The problem is synthesis. One job posting means nothing. Fifty job postings across three competitors, cross-referenced with their last two quarterly filings and recent press coverage, reveal a pattern. Doing that cross-referencing manually takes days. Doing it with AI takes 20 minutes.

The Fix

  1. Gather your raw signals. For each competitor, collect: (a) their 10 most recent job postings, (b) the last 2 quarterly earnings calls or annual reports, (c) their press releases from the last 90 days, and (d) any recent news coverage. Copy and paste all of it into one conversation. Yes, it is a lot of text. That is the point.
  2. Run the main intelligence prompt. This extracts strategic signals from the noise: what they are investing in, what they are pulling back from, where they are hiring (and where they stopped), which markets they are entering, and what risks their leadership is talking about that they were not mentioning a year ago.
  3. Use the follow-up prompts as needed. The hiring pattern decoder reads job descriptions as strategy documents. The earnings call decoder catches the moments where executives say something they did not plan to say.
Copy-paste prompt
"I need a competitive intelligence brief on [competitor name(s)]. Here are the raw sources I have gathered: [paste job postings, earnings transcripts, press releases, and news articles]. Build a 2-page strategic brief covering: (1) Strategic direction: What are they betting on? What evidence supports this from multiple sources? (2) Investment signals: Where is the money going? Map hiring patterns, capital allocation mentions from earnings, and partnership announcements to specific strategic bets. (3) Retreat signals: What did they talk about 6-12 months ago that they have stopped mentioning? What roles are they no longer hiring for? What product lines got no press coverage this quarter? (4) Talent strategy: What does their hiring reveal about capability gaps? Are they building or buying expertise? Which teams are growing fastest? (5) Risk factors: What concerns did leadership mention in earnings calls? What regulatory, competitive, or market risks are they preparing for? (6) Implications for us: Based on their moves, what should we consider doing differently? What opportunities do their blind spots create? Cross-reference signals across sources. A claim supported by both hiring data and earnings commentary is stronger than one from either alone. Flag contradictions between what they say publicly and what their actions suggest."
Optional: hiring pattern decoder
"Analyze these job postings from [competitor] as strategic signals, not HR documents. For each cluster of related roles: (1) What capability are they building? (2) Is this a new initiative (no prior postings in this area) or a scale-up (expanding existing team)? (3) What seniority level suggests about timeline: senior hires mean near-term launch, junior hires mean ongoing build. (4) What technology stack or methodology do the requirements reveal? (5) Where are the roles located? Remote vs. specific office locations signals organizational priority. Group findings into strategic themes. End with: 'What this hiring pattern tells us they will ship in the next 6-12 months.'"
Optional: earnings call decoder
"Review this earnings call transcript from [competitor]. Focus on intelligence value, not financial analysis. Find: (1) Topics the CEO mentioned that the CFO avoided, or vice versa (internal misalignment signal). (2) Questions from analysts that got deflected or answered vaguely (sensitive area signal). (3) New language or framing compared to the previous quarter (narrative shift signal). (4) Specific numbers or metrics they volunteered that they did not have to share (confidence or distraction signal). (5) Customer, partner, or market names dropped for the first time (new direction signal). (6) Forward-looking statements that contradict their current public positioning. For each finding, rate the intelligence value as HIGH, MEDIUM, or LOW and explain what it suggests about their next move."
What you get

A structured competitive intelligence brief that cross-references job postings, financial disclosures, and public communications into strategic signals. Instead of reading 200 pages of raw material and forming an impression, you get a document that maps what competitors are building, what they are abandoning, and where their stated strategy diverges from their actual behavior. Run it quarterly and the patterns become predictive. By the third quarter, you will spot their moves before they announce them.

Cost
$0 - $20/mo
Consulting firm equivalent
$10K-$15K
Time per competitor
~20 min

Why job postings are the best intelligence source

Press releases are crafted to say exactly what the company wants you to hear. Earnings calls are rehearsed. But job postings are written by hiring managers who need to attract candidates, not manage investor perception. They reveal technology choices, team structures, project timelines, and strategic priorities with a candor that no other public document matches.

When a company posts 15 machine learning engineer roles in a division that had zero six months ago, that tells you more about their AI strategy than anything their CEO said at a conference. When they stop posting product roles for a product line they launched with great fanfare, that tells you the launch did not go as planned. Job postings are strategy documents that companies publish without thinking of them that way.

The retreat signal is the most valuable signal

Most competitive intelligence focuses on what competitors are doing. The higher-value question is what they stopped doing. A product that disappeared from press releases. A geographic market that no longer appears in job postings. A technology partnership that was announced but never referenced again.

Retreat signals are hard for humans to catch because you cannot search for something that is absent. You need to compare two time periods and notice what is missing. AI is good at this because it can hold both periods in context simultaneously and systematically check for disappearances. When your brief includes "they stopped hiring for X and stopped mentioning Y," you are seeing something most of their own employees have not noticed yet.

Cross-referencing catches what single sources miss

A press release about an "AI transformation initiative" could mean anything. Cross-reference it with 12 new job postings for ML engineers in the same division and a $40M capex increase in their quarterly filing, and now you know it is real. Cross-reference it with zero new hires and no capex change, and you know it is marketing.

The intelligence value of any single signal is low. The value explodes when you combine three or four signals that point in the same direction. That is the synthesis problem that makes manual competitive intelligence so slow. AI handles the cross-referencing in seconds, which means your brief captures patterns that would take a human analyst a week to piece together.

Works for

  • Strategy teams preparing board-level competitive updates (replace the quarterly consulting engagement)
  • Product managers tracking competitor feature development and market positioning
  • Sales teams who need to know what competitors are telling prospects before the prospect tells them
  • M&A teams doing pre-acquisition competitive landscape mapping
  • Investor relations preparing for analyst questions about competitive dynamics
  • HR leaders benchmarking compensation, team structure, and talent strategy
  • Business development identifying partnership opportunities from competitor retreat signals

3 competitors × 20 minutes each = one hour for a brief that replaces a $15K consulting engagement
Run it quarterly. By Q3, you will know what your competitors are building before they announce it. That is not analysis. That is an unfair advantage.

The Bigger Picture
Where This Is Going
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Coming Q2 2026
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Coming Q3 2026
Competitive Radar
Monthly briefing on how your competitors are using AI. Based on public filings, job postings, and press.

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