By Role
Developers
Onboard faster, understand unfamiliar modules, and get AI-assisted bug fixes and feature implementation grounded in real system context.
Architects
Map dependencies, integration points, and business rules across large codebases. De-risk modernization and migration decisions.
Product Managers
Access auto-generated user stories, executive summaries, and data models without waiting for engineering to document them.
Business Stakeholders
Understand system capabilities and business logic embedded in code — especially critical for M&A due diligence, compliance, and governance.
By Use Case
- Legacy modernization — Understand what a system does before deciding how to change it.
- M&A technical due diligence — Extract business rules and assess technical debt from acquired codebases.
- AI-assisted development — Give Claude, Copilot, Cursor, or Devin grounded context so they produce better code.
- Onboarding — Eliminate the months-long ramp time for developers joining complex projects.
- Compliance & governance — Maintain auditable, up-to-date specifications derived from source code.