Agent Skillsdeanpeters/Product-Manager-Skills › intelligence-collection-disciplines

intelligence-collection-disciplines

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提供情报机构式的竞争研究框架,包含OSINT等八大收集学科及信号推理链。适用于多源信息融合分析,旨在为产品决策(如路线图、定价)生成高质量情报,避免单一信源的局限性。

skills/intelligence-collection-disciplines/SKILL.md deanpeters/Product-Manager-Skills

Trigger Scenarios

需要进行深度的竞争对手分析 需要整合多个来源的信息以支持产品战略决策 常规单源研究不足以支撑判断时

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SKILL.md

Frontmatter
{
    "name": "intelligence-collection-disciplines",
    "type": "component",
    "theme": "market-intelligence",
    "intent": "Give product managers the intelligence community's collection playbook: eight independent disciplines, each with free and paid sources, signal-to-inference chains, and the PM artifact it feeds — then fuse them with confidence stacking so three weak signals become one strong conclusion.",
    "best_for": [
        "Choosing which collection channels to run for a competitive or market question",
        "Turning raw public signals (patents, job posts, filings, web diffs) into defensible inferences",
        "Cross-validating a suspected competitor move across independent evidence channels"
    ],
    "scenarios": [
        "I think a competitor is building a platform play — how do I confirm it before their launch?",
        "My TAM slide got shredded — where do I find data that survives scrutiny?"
    ],
    "description": "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.",
    "estimated_time": "reference skill; a single-discipline pass takes 30-60 min"
}

Intelligence Collection Disciplines

Purpose

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.

Input

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.

Key Concepts

The Eight Disciplines

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
  • Independence is the design. The disciplines matter because they fail differently: a press 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.
  • Signal → inference chains are the tradecraft: each observable signal maps to a bounded interpretation, labeled per the autonomous-investigation protocol (Fact / Inference / Assumption).
  • What this is NOT: espionage. Every source below is published, filed, posted, or publicly observable. See Guardrails in Common Pitfalls.

Application

1. OSINT — The Journalist's Desk

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:

  • [TARGET] exec suddenly posting about a new problem space → positioning pivot incoming (execs test messaging on social 3-6 months before launch)
  • Sponsor tier jump at a [MARKET] conference → market entry or doubling down
  • Review complaints clustering on one feature → their roadmap pressure point = your battle card ammo
  • Analyst briefing requests (visible via analyst posts) → category creation attempt
  • Webinar topics shifting → what they're teaching the market is what they're about to sell
  • Sudden silence on a product line → sunset in progress
  • Prediction-market odds moving on a regulation or milestone that gates [MARKET] → crowd-priced expectations for scenario planning; treat as a leading indicator of consensus, not ground truth, and check liquidity before trusting the number

Feeds: battle cards (objection handling from review mining), positioning (their words vs. customer words gap), win/loss context.

2. FININT — The Forensic Accountant

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:

  • Risk Factors section changes year-over-year in an annual filing → what genuinely scares them (they must disclose it)
  • Segment reporting restructure → strategic reprioritization; follow which segment got promoted
  • Earnings call Q&A dodges (analysts ask, execs deflect) → soft spot; probe it in your positioning
  • New entity registrations or branches in [GEOGRAPHY] → market entry before any announcement
  • Deferred revenue trends → actual sales momentum vs. stated momentum
  • Merger filings → market definitions and named competitors, straight from [TARGET]'s own lawyers
  • Sovereign fund or state-aid money backing [TARGET] → their runway math just changed; discount-pressure plays won't work
  • Prior Information Notices and expressions of interest → tenders telegraphed 3-24 months out

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).

3. GEOINT/DEMOINT — The Cartographer

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:

  • Establishment counts by industry code and employee band → the denominator for bottom-up TAM
  • Regional industry concentration → where your SOM actually lives, and where field sales should live
  • Occupation growth curves for your [BUYER] roles → is the population you sell to growing or shrinking
  • Wage trends in buyer roles → willingness-to-pay ceiling shifts; pricing corridor validation
  • Firmographic distributions (size bands, legal forms, sectors) → ICP boundaries drawn from data, not vibes
  • Buyer-title prevalence by [GEOGRAPHY] → persona localization; the "VP of Product" you message in Boston is a "Head of Digital" in Frankfurt and may not exist in Riyadh
  • Trade-flow shifts in product-specific codes → market entry or supply relocation before any announcement

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.

4. TECHINT — The Patent Examiner

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:

  • Patent clusters (5+ filings in one classification in 12 months) → committed bet on [CAPABILITY], not exploration
  • Inventor names repeating across filings → the actual product team behind the initiative; track their conference talks and LinkedIn
  • Trademark filing for a product-sounding name → launch inside 6-12 months (trademarks are cheap; companies file close to launch)
  • [TARGET] repeatedly appearing in funded consortia → their long-range bet, 12-48 months of lead time
  • Research pilot sites → likely launch customers, named in public deliverables
  • [TARGET] chairing a standards committee → they intend to shape the rules of [MARKET], not just play by them
  • [TARGET]-affiliated authors publishing preprints → R&D direction 6-24 months before patents; a paper cluster plus a hiring surge in the same specialty is one of the strongest fusion pairs available
  • Author affiliations shifting from university to [TARGET] on successive papers → they hired the lab, not just the idea
  • API docs adding endpoints for an unreleased capability → beta program running now
  • Your prospects' tech stacks (technographics) → your SAM refinement: who can actually buy you

Feeds: roadmap bets (where to accelerate vs. concede), SAM refinement, battle cards (feature-gap countdown clocks), build/buy/partner decisions.

5. HUMINT — The Sports Scout

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:

  • Hiring surge in one specialty (30+ postings in a quarter) → building [CAPABILITY], not a feature
  • Regional specialist roles appearing for a [GEOGRAPHY] you haven't seen them in → expansion pre-announcement
  • Job posts naming specific technologies → confirmed stack choices → integration roadmap intel
  • Senior product/tech leader exits within 6 months of a strategy announcement → the strategy is in trouble
  • Your own alumni landing at [TARGET] → assume they know your playbook
  • Employee reviews mentioning "pivot," "reorg," "leadership churn" → 2 quarters of internal distraction = your window
  • Win/Loss interviews: the only source that tells you why deals actually close (everything else is inference)

Feeds: roadmap bets (their build signals), battle cards (org instability plays), win/loss program (ground truth for everything).

6. SIGINT — The Wiretap You're Allowed to Have

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:

  • New subdomain SSL cert (e.g., [capability].[target].com) → product launch staging, often weeks ahead
  • Pricing page removes a tier → packaging overhaul, usually toward enterprise
  • Sudden SEM bidding on your brand terms → they consider you the threat now (congratulations)
  • Case study page pattern shifts (new vertical or [GEOGRAPHY] appearing) → segment push
  • Messaging A/B visible via Wayback diffs → they're unsure of positioning; hit the wound

Feeds: battle cards (the freshest layer — this is what keeps cards from going stale), pricing strategy, positioning counter-moves.

7. MASINT — The Satellite Photo

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:

  • 20%+ volume change in critical inputs → pre-launch or demand collapse (check which via FININT)
  • New supplier geographies or country-of-origin shifts → market entry, tariff hedging, or resilience play
  • Compliance certification "in process" listings → 12-36 month runway into a regulated segment, visible to anyone who checks the registry
  • Product recalls or repeated safety-alert patterns → quality strain; battle card ammunition with a public citation
  • Land allocation, power/water capacity reservations, or engineering-design contracts preceding equipment procurement → facility buildout 6-36 months before any launch announcement
  • Support response times stretching + hiring freeze in support roles → cash constraint or overwhelmed by growth (disambiguate via employee sentiment)
  • Office consolidations → cost compression; expect pricing aggression to follow

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").

8. All-Source Fusion — The Situation Room

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:

  • Weekly: SIGINT sweep (site diffs, pricing, job posts). 30 minutes.
  • Monthly: OSINT + HUMINT digest. Review mining, employee sentiment, conference intel.
  • Quarterly: FININT + TECHINT deep pass. Filings, patents, procurement awards.
  • Annual + every TAM refresh: GEOINT/DEMOINT pass. Statistics releases lag; sizing rot is slow but real.
  • Event-driven: MASINT alerts, material filings, leadership exits. React within 48 hours.

Mapping disciplines to PM artifacts

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

Regional note

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.

Examples

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.

Common Pitfalls

  • Feature-matching theater. The goal is never "they shipped X so we ship X." Signals inform decisions about outcomes — "this changes which customer problem wins the next investment."
  • Single-discipline conviction. A hiring surge alone is a watch item, not a strategy brief. Escalate confidence only as independent disciplines corroborate — that's the stacking rule.
  • Announcement inflation. Re-planning your roadmap around a press release. Ambition is OSINT; wait for the money, the permits, or the hires.
  • Unsourced claims. A battle card assertion without a source and date is an opinion wearing a badge. Document provenance on every claim; archive source documents at collection time, because portals restructure and files get replaced.
  • Crossing the line. Pretexting, soliciting NDA-protected information, hiring someone specifically 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.
  • Running every discipline on every question. The artifact-mapping table exists so you run the two or three disciplines that feed your [DECISION], on the cadence that matches how fast that evidence actually changes.

References

  • autonomous-investigation (Workflow) — the protocol that labels and stacks what these disciplines collect
  • tam-sam-som-calculator (Component) — consumes the GEOINT/DEMOINT sizing recipe
  • company-research and company-intel — single-company deep dives built largely on OSINT + FININT + HUMINT
  • Investigation skills that run these disciplines: market-landscape-scan, competitive-research-snapshot, competitive-intel-watch, battle-card-builder
  • SCIP Code of Ethics — the competitive-intelligence profession's reference standard
  • Regional Source Overlays (EU/MENA companion; planned as a future component skill)
  • Adapted from Dean Peters' "Competitive Research on Steroids" compendium and the Competitive Analysis Playbook (Productside).

Version History

  • 9971018 Current 2026-07-19 19:23

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