A ticket lands with no context.
This one already knows the customer who asked, why it matters, and the files in your repo it touches.
For engineers
Annsa grounds build-ready specifications in customer evidence and your connected codebase, then hands the work into coding agents with the files, constraints and acceptance criteria intact.
Use cases
This one already knows the customer who asked, why it matters, and the files in your repo it touches.
It arrives over MCP, no copy-paste, with real file paths, your conventions and done-when criteria that match how your team tests.
The customer voice is right there: who asked, in their own words, and the revenue behind it.
The spec flags itself stale when the underlying feedback moves, and regenerates without overwriting your edits.
Mark it done and the customers who asked get told. You don't chase anyone down.
The specification carries the why and the how: customer voice, decision reasoning, relevant files, technical constraints and a clear definition of done.
Customer context stays attached.
The build starts grounded.
Every release adds memory.
The agent gets the grounded specification. The engineer keeps the judgment gate. The release returns proof to the product graph.
