AI Production Engineering
Fourteen AI specialists take your repo from “works on my machine” to production-grade — scanning, provisioning, deploying, fixing and guarding it. In your own cloud accounts. Under your control.
READ · CREATE · CONFIGURE — never delete · never billing · never admin
That key never reached production.
Nobody stayed up late.
Every team knows the 2am deploy dread — the missed env var, the committed secret, the “it worked in preview”. PRODWARD exists so that feeling doesn't.
How it works
Scroll — this is the real sequence, the one from the console above, one beat at a time.
01 · SCAN
Discovery maps the repo, Readiness scores it, Security digs five layers deep — before a human even looks.
02 · HOLD
A key in source. The verdict is deterministic and fail-closed — production stays clean while everyone sleeps.
03 · FIX
Bounded patch, live preview, smoke 6/6. A pull request on green, never on hope.
04 · SHIP
Gate re-checks, deploy resumes, audit written. Twenty-six minutes, commit to live.
If the engine can't decide, the deploy waits. Overrides are one-shot, reasoned, and land in an append-only audit log.
Verified on a live preview before you ever see it. You review a diff, not a disaster.
The next push starts the same watch. That's the job — every time, without being asked.
The fleet
Each agent owns one discipline and does it relentlessly — grouped by lifecycle, coordinated by an orchestrator, reporting into your app's pages. A fifteenth specialist slots in without a redesign.
The gate
The platform
Linear's speed, Stripe's calm density, Vercel's precision — pointed at production engineering.
Jump to any surface, run any agent, execute any recommendation — without leaving the keyboard.
Every verdict, override and merge — actor-stamped, append-only.
A living knowledge graph — services, deps, drift. Unchanged repo? Re-discovery is instant.
Credentials encrypted at rest, read through one audited path, never in a log — including the ones it rescues from your source.
Spend, reliability, delivery velocity, and what the fleet learned about your stack — every number one click from its evidence.
Intelligence arrives as findings and one-click actions inside the work — synthesis and action chips, never a chat box.
Yours
PRODWARD orchestrates the vendor accounts you already own — it never becomes a middleman you can't leave.
A month on PRODWARD
Start
Connect a repo. Discovery maps it, Readiness scores it, and you'll know exactly what stands between you and production — with the fixes already drafted.
no agent touches anything without a plan you approve