Agency Kit module - Free plan available
Scan any company. Get a Spec Pack in minutes.
Agency Kit scans public signals (docs, pricing, changelogs, reviews, API references) and produces structured PM deliverables with feedback-backed confidence scoring. Start here, then move high-priority findings into Operate to replace fragmented execution workflows.
Feedback, not summaries
Every claim links to source material with confidence scores.
Catch contradictions
Eight drift heuristics surface where your product story breaks.
Competitive clarity
Feature matrix, gap analysis, and threat assessments across companies.
Four stages. URL to intelligence.
Fully automated. No access required. Give it a URL and Agency Kit does the rest.
Probes well-known paths (/docs, /pricing, /changelog, /api, /blog). AI expands the source map with additional relevant URLs.
Fetches and fingerprints content. Section-level change detection on re-scan, so no manual diffing is needed.
Five AI extractors (marketing, docs, changelog, reviews, API) produce structured claims with confidence scores.
10 structured deliverable types.
See what you getTen deliverable types. All feedback-backed.
Each deliverable includes confidence scoring and links back to the feedback that supports each claim. Available in Markdown, PDF, YAML, JSON, and CSV.
Core Deliverables
Spec Pack
Complete product intelligence briefing composing all sub-deliverables into a single deliverable.
Domain Model
Entities, relationships, and vocabulary extracted from public sources.
User Journey Map
End-to-end workflows with friction points, gaps, and assumptions surfaced.
Competitive Intelligence
Competitive Matrix
Feature-by-feature comparison across companies with AI-generated strategic insights.
Gap Analysis
Where you lead, trail, or have gaps entirely vs. a competitor.
Positioning Analysis
Messaging, audience, and value proposition comparison across competitors.
Eight heuristics catch where your product story breaks
Every drift item includes severity, feedback from both sides, and a direct link to the source material.
Marketing promises vs. documented limits
Deprecated features still promoted in docs
Review complaints contradicting marketing claims
Sample Drift Finding
MARKETING CLAIMS
"Unlimited API calls on the Pro plan"
Source: /pricing
DOCS SAY
"Rate limited to 1,000 req/min on Pro"
Source: /docs/api/rate-limits
Confidence: 0.92 · Detected 3 days ago
Track competitors from public signals
Add competitors manually or let Agency Kit auto-discover them from review sites, market directories, and product comparisons.
Auto-discovery
Competitors found from G2, Capterra, Trustpilot, Product Hunt, and market comparisons.
Cross-company comparison
Feature matrix with structural (Jaccard similarity) and semantic AI matching.
Review discovery
Auto-generated review source URLs that capture the customer voice alongside the company narrative.
Sample Feature Matrix
AI-generated from public docs and API references
Surface what customers actually say
Reviews and feedback are aggregated, clustered by topic, and scored for sentiment. Track how perception aligns (or conflicts) with the company's public messaging.
Topic clustering
Recurring themes extracted from reviews across G2, Capterra, Trustpilot, and Product Hunt.
Sentiment trends
Track which topics are heating up and where sentiment is shifting over time.
Expectation mismatches
Surface gaps between what customers expect and what the product delivers.
One screen for product intelligence
Health scores, alerts, scan history, and quick access to all deliverables. One dashboard to understand your product intelligence.
Unified view
Health scores per company, recent alerts, scan history, and quick deliverable access.
Alert system
Auto-alerts on new drift, significant signal changes, and sentiment spikes.
Drift triage
Resolve, ignore, or reopen drift items. Turn detection into an actionable workflow.
Set it and forget it
Schedule re-scans and let Agency Kit track how products evolve over time. No manual triggers, no forgotten audits.
Scheduled re-scans
Daily, weekly, or monthly cadence. Your intelligence stays current automatically.
Scan history
Every scan recorded with stats: sources discovered, content captured, claims extracted, drift found.
Evolution tracking
Detect signal changes across runs: new features, messaging shifts, emerging patterns.
Share evidence, not pitches
Every deliverable is shareable. Every finding is exportable. Feedback-led outreach replaces generic cold emails.
Shareable deliverable links
Generate time-limited share links for any deliverable. Recipients see a full feedback viewer with claims, confidence scores, and source references. No login required.
Ticket export
Export drift items directly to Linear or Jira as actionable tickets. Each includes contradiction details, feedback, and severity.
Outreach rendering
Generate feedback-led email and DM outreach from deliverables and drift findings. Specific contradictions, linked feedback, clear value prop.
"We generated this Spec Pack from your public sources. Here are 3 contradictions with feedback."
Your AI assistant speaks Agency Kit
Seven MCP tools give AI assistants direct access to your product intelligence. Compatible with Cursor, Claude, ChatGPT, and any MCP-capable client.
Full replacement, flexible adoption
Replace fragmented PM, scheduling, meetings, and swarm tooling with one AI-native operations system.
Start with one module, keep existing workflows where needed, then expand at your own pace.
Run everything manually, assisted, or on Autopilot with policy gates and human review.
Same contract core across app UI, MCP tools, API routes, and generated interfaces.
Three steps to structured intelligence
No account required. Paste a URL and go.
Paste a URL
Any company's public site
Get a Spec Pack + Drift Register
Structured deliverables with feedback
Share with stakeholders
No login required
Start free. Scale when ready.
Explore mode is the zero-friction entry point. Convert to a workspace when you need continuous monitoring and team collaboration.
Explore
Sign up free. Scan any company and see deliverables immediately.
Account
Save results, track multiple companies, build scan history. Free tier available.
Workspace
Scheduled scanning, team collaboration, full deliverable history, private source connections.
Free plan forever. Paid plans for teams.
See pricingScan your first company in 60 seconds
No integrations. Just a URL.