MAVEN — Decision governance for high-stakes engineering changes

Most incidents don’t happen because the code was wrong.
They happen because the decision behind the code was never made explicit.

MAVEN governs engineering decisions before they ship.

When teams propose high-impact changes — database migrations, reliability trade-offs, compliance changes, infra rewrites — MAVEN surfaces what usually stays implicit:

Assumptions being made

Risks being accepted

Failure modes being ignored

Ownership when things break

Instead of just reviewing code, MAVEN stress-tests the commitment behind a change.

It asks:

What has to stay true for this to be safe?

What breaks first under load, retries, or partial failure?

Which risks are we consciously accepting — and which are we not prepared to own?

MAVEN doesn’t replace engineering judgment or slow teams down.
It makes judgment explicit, reviewable, and durable.

When something fails months later, teams don’t reverse-engineer their own reasoning from logs and postmortems.
The decision context is already there.

MAVEN exists for teams who’ve felt this sentence a little too often:

“Everything looked fine — so why did this break?”

MAVEN-AI

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