Code Intelligence
Connect Product Intent to Code
Understand what has actually been implemented — link features to repositories, pull requests, and commits.
- Measure implementation coverage against the Product Graph
- Spot missing functionality before customers do
- Keep coding agents aligned to product intent
Code exists. Product clarity often doesn't.
After vibe coding or rapid delivery, teams struggle to answer a basic question: which product intent is actually in the codebase?
- Features live in tickets, not mapped to repos
- PRs move fast without product-level coverage signals
- Maturity scores lack implementation evidence
- Agents generate code without durable product grounding
Code Intelligence
Understand What Has Been Implemented
Connect product intent directly to source code.
Product-to-Code Mapping
How it connects
- 1
Feature
- 2
Repository
- 3
Pull Request
- 4
Commit

What Code Intelligence unlocks
Outcomes
- 1Connect features to repositories
- 2Track product implementation through PRs and commits
- 3Measure coverage and product-code alignment
- 4Identify missing functionality
- 5Improve product understanding from real code
- 6Guide coding agents with structured product context
Built for
- Vibe coders who need to know what their AI build actually covers
- Engineering leads aligning code to product outcomes
- Product managers validating delivery claims
- Teams running coding agents through MCP with shared context
Prove what the product has become
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