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Get Started Free →Run competitive research like an intelligence agency: eight collection disciplines (OSINT to MASINT), signal-to-inference chains, and fusion. Use when one-source research isn't enough.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | 190% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 153% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 224% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 176% | 0% |
| case-09 | ✗→✓ | ▲ Improved | 177% | 0% |
Stop doing competitive research like a term paper. The intelligence community solved this problem decades ago: they don't collect "data," they run collection disciplines — independent channels, each with its own sources, tradecraft, and blind spots — and then they fuse them. This skill gives product managers that playbook: eight disciplines, each telling you (1) what to collect, (2) where to collect it, (3) which signal → inference chains to run, and (4) which PM artifact it feeds (TAM/SAM/SOM, ICPs, personas, battle cards, roadmap bets, win/loss, positioning, pricing). One signal is an anecdote; three correlated signals from independent disciplines is intelligence.
Works best with the six instantiation variables below — fill them once and every discipline becomes engagement-specific. Leave them blank and this stays a teaching artifact.
~~~ TARGET] = The competitor, partner, or acquirer you're researching MARKET] = The category and its NAICS/SIC/NACE codes (or nearest equivalent) GEOGRAPHY] = Regions in scope, at COUNTRY level, not continent level BUYER] = Who signs the check (drives review sites, job titles, conferences) CAPABILITY] = The strategic move you suspect (platform play, market entry, pricing shift, compliance land-grab, etc.) DECISION] = What this research will change (roadmap bet, positioning, pricing, market entry, deal defense, ICP refresh) ~~~
If DECISION] is blank, stop. Research without a decision is a hobby.
Anything supplied with the invocation itself — text after the skill name, a pasted context dump, or an appended ARGUMENTS: line — counts as variables already filled. Use it; don't re-ask.
Arriving empty-handed? That works too. Read the disciplines as a course in tradecraft, or ask the agent to walk the instantiation block with you one variable at a time.
Example invocation: Use intelligence-collection-disciplines — [TARGET]: Meridian Freight Systems, [CAPABILITY]: suspected move into warehouse robotics, [DECISION]: whether we accelerate our own integration roadmap.
| Discipline | Intel Community Name | Plain English | Primary PM Artifact | |---|---|---|---| | 1. OSINT | Open Source Intelligence | Press, social, periodicals, analysts | Battle cards, positioning | | 2. FININT | Financial Intelligence | Filings, earnings calls, procurement | Battle cards, SOM capture rates | | 3. GEOINT/DEMOINT | Geospatial & Demographic Intelligence | Census, labor, trade, economic statistics | TAM/SAM/SOM, ICPs, personas | | 4. TECHINT | Technical Intelligence | Patents, technographics, changelogs | Roadmap bets | | 5. HUMINT | Human Intelligence | Talent moves, employee chatter, win/loss | Roadmap bets, battle cards | | 6. SIGINT | Signals Intelligence | Web diffs, pricing changes, job posts | Battle cards, pricing strategy | | 7. MASINT | Measurement & Signature | Supply chain, ops indicators | Threat assessment | | 8. All-Source Fusion | n/a | Cross-validation and confidence stacking | Everything above |
release can lie, but a customs record, a patent filing, and thirty job posts are three separate bureaucracies that would all have to be lying in the same direction.
interpretation, labeled per the autonomous-investigation protocol (Fact / Inference / Assumption).
observable. See Guardrails in Common Pitfalls.
What a good beat reporter knows before the press release drops.
| Source Type | Free | Paid | |---|---|---| | TARGET] press & newsroom | Company newsroom pages, Google Alerts, PR Newswire feeds | Meltwater, Cision | | Industry periodicals | Trade publications, association newsletters, vertical Substacks for MARKET] | Analyst subscriptions | | Analyst coverage | Gartner/Forrester press summaries, free webinar replays | Gartner, Forrester, IDC full reports | | Social & community | LinkedIn exec posts, Reddit, Hacker News, X | Brandwatch, Sprout listening | | Review sites | Whichever your BUYER] reads: G2, Capterra, TrustRadius, app stores, Trustpilot | G2 Buyer Intent data | | Conference footprint | Session titles, sponsor tiers, booth size, speaker rosters at MARKET] events | n/a | | Prediction markets | Polymarket, Kalshi, Metaculus, Manifold (crowd-priced odds on regulation, approvals, tech milestones relevant to MARKET]) | n/a |
Signal → inference chains:
Feeds: battle cards (objection handling from review mining), positioning (their words vs. customer words gap), win/loss context.
Follow the money. Companies lie in press releases. They lie less in filings, because lying there is a felony.
| Source Type | Free | Paid | |---|---|---| | Public filings | SEC EDGAR (US), Companies House (UK), BRIS and European e-Justice company search (EU), national securities regulators for GEOGRAPHY] | AlphaSense, Sentieo | | Earnings calls | Company IR pages, Seeking Alpha transcripts | AlphaSense (search across calls) | | Private company signals | Crunchbase free tier, incorporation records, insolvency registers, beneficial-ownership registers where legally accessible | PitchBook, CB Insights | | Government spend & procurement | USAspending.gov, SAM.gov (US), TED and national procurement portals (EU), country platforms (MENA), development-bank procurement (World Bank, EBRD, AfDB, UNGM) | GovWin | | Competition & state-aid cases | European Commission merger/antitrust/state-aid databases; national competition authorities | n/a | | State & sovereign capital | Sovereign wealth fund reports, state-owned enterprise annual reports, PPP pipelines | n/a |
Signal → inference chains:
Feeds: battle cards (financial stress = "they'll be desperate at quarter-end" plays), SOM capture rates (their revenue ÷ claimed customer count = deal size reality check, feeding the GEOINT/DEMOINT sizing recipe), account targeting (procurement award patterns).
The terrain map, not troop movement. Government statistics are free intelligence most PMs never open — and the backbone of every ICP, persona, and TAM that survives scrutiny.
| Source Type | Free | Paid | |---|---|---| | US market structure | Census Bureau (County Business Patterns, Economic Census, NAICS establishment counts), BEA | IBISWorld, Statista, Grand View Research | | US labor & buyers | BLS (occupation counts, wages, industry employment), FRED (macro conditions gating budgets) | TalentNeuron | | EU market structure | Eurostat, PRODCOM manufacturing statistics, national statistical institutes, ECB data | national data resellers | | EU trade flows | Eurostat COMEXT, Access2Markets, TARIC (tariffs, quotas, rules of origin) | Panjiva, S&P Global | | MENA regional | GCC-Stat, Arab Development Portal, ESCWA, Arab Monetary Fund, SESRIC | n/a | | MENA national | GASTAT (Saudi), FCSC (UAE), CAPMAS (Egypt), HCP (Morocco), and peers | n/a | | Global cross-check | World Bank Data and Enterprise Surveys, IMF country reports, OECD.Stat, UN Comtrade, ITC Trade Map | n/a |
Signal → inference chains:
The TAM/SAM/SOM Recipe (this discipline's signature dish):
~~~ TAM: Establishment counts for MARKET] (Census/NAICS, Eurostat/NACE, or national equivalent for GEOGRAPHY]) × employment/spend benchmarks (BLS, Eurostat, trade associations) (validate against two independent analyst reports; if they disagree by 3x, say so)
SAM: TAM filtered by your actual constraints: GEOGRAPHY], segment, compliance requirements, tech prerequisites (see TECHINT technographics), local-content and vendor-registration eligibility where applicable
SOM: SAM × realistic capture rate derived from TARGET] public filings via FININT (their revenue ÷ their claimed customer count = deal size reality check) ~~~
Feeds: TAM/SAM/SOM (the backbone — see tam-sam-som-calculator), ICP definition, personas, messaging localization, market entry prioritization, pricing corridor validation.
R&D leaves fingerprints 12-18 months before products ship.
| Source Type | Free | Paid | |---|---|---| | Patents | patents.google.com, USPTO Patent Center, EPO Espacenet, WIPO PatentScope | Clarivate, LexisNexis PatentSight+ | | Technographics | BuiltWith free lookups, Wappalyzer | HG Insights, BuiltWith Pro, 6sense | | Product telemetry | Public changelogs, API docs diffs, status pages, GitHub org activity | n/a | | Standards bodies | Whichever govern MARKET]: IETF, W3C, ISO committees, CEN/CENELEC/ETSI work programs, industry consortia | n/a | | Funded research | CORDIS and Horizon Europe project databases, university project repositories | n/a | | Academic & preprints | arXiv, Google Scholar, Semantic Scholar, SSRN, the conferences that matter to MARKET] | Dimensions, Scopus | | Trademark filings | USPTO TESS, EUIPO, WIPO Global Brand Database | Corsearch |
Signal → inference chains:
Feeds: roadmap bets (where to accelerate vs. concede), SAM refinement, battle cards (feature-gap countdown clocks), build/buy/partner decisions.
Organizations announce strategy through job boards long before press releases. People are the tell.
| Source Type | Free | Paid | |---|---|---| | Job postings | LinkedIn Jobs, TARGET] careers pages, Indeed | JobsPikr, TalentNeuron, Revelio Labs | | Employee sentiment | Glassdoor, Blind, Reddit communities for MARKET] | n/a | | Leadership moves | LinkedIn announcements, press | BoardEx, The Org | | Win/Loss | Your own sales team debriefs, churned-customer interviews | Clozd, DoubleCheck | | Conference hallway | Your field team's ears at MARKET] trade shows | n/a |
Signal → inference chains:
Feeds: roadmap bets (their build signals), battle cards (org instability plays), win/loss program (ground truth for everything).
Companies broadcast constantly through what they change on the public internet. Most competitors never listen.
| Source Type | Free | Paid | |---|---|---| | Website diffs | Wayback Machine, Visualping free tier | Visualping, Klue, Crayon (auto-monitoring) | | Pricing pages | Manual snapshots + Wayback | Klue, Crayon, Kompyte | | SEO/SEM moves | Google "site:" queries, free Semrush lookups | Semrush, Ahrefs, SpyFu | | App store metadata | Version notes, screenshot changes, keyword shifts | Sensor Tower, data.ai | | DNS/infrastructure | crt.sh (new SSL certs reveal new subdomains), DNS records | n/a | | Webinar/event cadence | TARGET] events pages, registration platforms | n/a |
Signal → inference chains:
[capability].[target].com) → product launch staging, often weeks aheadFeeds: battle cards (the freshest layer — this is what keeps cards from going stale), pricing strategy, positioning counter-moves.
Measure the physical and operational exhaust. Abnormal resource allocation never lies.
| Source Type | Free | Paid | |---|---|---| | Supply chain | Import/export records via ImportYeti (free tier), Eurostat COMEXT and customs codes, UN Comtrade | S&P Global Supply Chain Intelligence, Panjiva, ImportGenius | | Facilities & projects | Commercial real estate news, local business journals, permits in GEOGRAPHY]; industrial-zone tenant announcements, environmental permits, EPC contract awards; satellite imagery | CoStar | | Ops capacity | Support response time sampling, status page incident frequency | n/a | | Certifications & safety | Whichever gate MARKET]: ISO, SOC 2, FedRAMP, CE marks; notified-body designations and safety recalls (EU); sector registries | n/a |
Signal → inference chains:
Note: supply chain and facility signals are strongest for hardware and industrial players. The software equivalent is ops capacity plus infrastructure-scale language in job postings.
Feeds: threat assessment, launch prediction and capacity estimates, battle cards (capacity-stretch objections: "ask them about their support SLAs lately").
One signal is an anecdote. Three correlated signals from independent disciplines is intelligence.
Apply the Confidence Stacking Rule from the autonomous-investigation protocol: 1 discipline = watch item; 2 = working hypothesis; 3+ = actionable intelligence; conflicting disciplines = someone is bluffing — dig. And treat announcements as intent until funding, procurement, land, permits, hiring, or contracts corroborate them: ambition is OSINT; commitment shows up in FININT, MASINT, and HUMINT.
Fusion template — detecting TARGET]'s CAPABILITY] play:
| Discipline | Signal (fill in what you found) | |---|---| | MASINT | Resource/input anomaly: ____ | | TECHINT | Patent cluster or repo activity: ____ | | HUMINT | Hiring pattern: ____ | | SIGINT | Infrastructure or web change: ____ | | FININT | Filing language, procurement award, or earnings dodge: ____ | | GEOINT/DEMOINT | Terrain check: does the market they'd enter actually exist at the size the move implies? ____ |
Fusion verdict: ____ disciplines, one story → confidence level → recommended response.
The fusion cadence:
| Artifact | Primary Disciplines | Refresh Cadence | |---|---|---| | TAM/SAM/SOM | GEOINT/DEMOINT + FININT (capture rates) + TECHINT (technographics) | Annual, plus event-driven | | ICPs & Personas | GEOINT/DEMOINT + HUMINT (win/loss ground truth) | Semi-annual | | Messaging & localization | GEOINT/DEMOINT + OSINT | Semi-annual | | Battle cards | SIGINT + OSINT + HUMINT (win/loss) | Weekly SIGINT layer, monthly rebuild | | Roadmap bets | TECHINT + HUMINT | Quarterly | | Positioning | OSINT + FININT (earnings language) | Semi-annual | | Pricing strategy | SIGINT + FININT + GEOINT/DEMOINT (wage/WTP corridors) | Event-driven | | Threat assessment | All-Source Fusion | Quarterly brief + event-driven |
The disciplines do not change across markets; the sources do, and so does the evidentiary burden. Two lessons that generalize: in rich-disclosure systems (EU), the challenge is finding the right record in a fragmented landscape — no single portal holds it all. In announcement-heavy markets (MENA), the challenge is separating national ambition from funded, procured, permitted commitment — and an announced budget, an approved budget, committed financing, a tender value, and an awarded contract are five different numbers wearing the same headline. Search in local languages; never assume the English portal contains every notice.
A copy/paste collection plan — instantiation variables, discipline-selection table, cadence, and fusion table — lives in template.md.
Illustrative fusion fill (all names fictional): you suspect TARGET] = Meridian Freight Systems is building a warehouse-robotics platform. The sweep finds: +20% specialized component orders in customs records (MASINT, Fact), 15 new filings in one robotics patent class (TECHINT, Fact), 30+ platform engineers hired in a quarter (HUMINT, Fact), a new robotics.meridianfreight.com SSL cert (SIGINT, Fact), the CFO dodging an analyst's capex question (FININT, Inference), and establishment counts confirming the addressable segment supports the investment math (GEOINT/DEMOINT, Fact). Six disciplines, one story: high-confidence platform threat. Response: accelerate your own platform roadmap and arm sales with a maturity battle card before their launch, not after.
Single-discipline quick win: your battle card claims a competitor is "financially strong." One FININT pass finds deferred revenue declining three quarters straight while claimed customer count grew — Inference: deal sizes are shrinking. The card gains a quarter-end discount-pressure play, with the filing URL attached.
See examples/sample.md for a complete worked collection plan (fictional) — four disciplines chosen and three consciously skipped, a fusion table that escalates to actionable, and a June signal that correctly stayed a watch item until other channels corroborated. examples/sample-industrial.md is the plan where MASINT stars — customs, registries, permits — and an absence enters the fusion table as a Fact.
decisions about outcomes — "this changes which customer problem wins the next investment."
Escalate confidence only as independent disciplines corroborate — that's the stacking rule.
wait for the money, the permits, or the hires.
badge. Document provenance on every claim; archive source documents at collection time, because portals restructure and files get replaced.
to extract their former employer's secrets, scraping against terms you agreed to — all off-limits. Everything in this skill is published, filed, posted, or publicly observable. The stage test: if you'd be uncomfortable explaining your method at TARGET]'s user conference, don't use it.
or three disciplines that feed your DECISION], on the cadence that matches how fast that evidence actually changes.
autonomous-investigation (Workflow) — the protocol thatlabels and stacks what these disciplines collect
tam-sam-som-calculator (Component) — consumes theGEOINT/DEMOINT sizing recipe
company-research and company-intel— single-company deep dives built largely on OSINT + FININT + HUMINT
market-landscape-scan,competitive-research-snapshot, competitive-intel-watch, battle-card-builder
Playbook (Productside).
Other measured skills in the registry, with their headline benchmark lift.