We help teams ship vibe-coded software that actually holds up — through testing systems, feedback loops, and the kind of grown-up engineering rigor that keeps auditors, regulators, and 3 a.m. on-call pagers quiet.
Pick the one that matches the mess you're in — or let us diagnose it for you.
New to AI-forward development? We install the feedback loops that make vibe coding actually work — so you ship faster and sleep at night.
Already have a pile of vibe-coded code? We harden it, audit it, and make it defensible — whether that's SOC 2, HIPAA, GDPR, or your general counsel's side-eye.
Embedded advisory for teams somewhere in between. We sit alongside your leads, shape architecture, and raise the floor without slowing the ceiling.
AI-forward teams move at a different tempo. Our job isn't to slow you down — it's to make sure the speed keeps paying off instead of compounding into a liability.
Every engagement starts with closing the loop — making sure you can actually tell if what you ship is working.
We skip the enterprise theater. Tests, reviews, and docs exist to earn their keep, not to decorate a Jira board.
We leave your team with systems they own and understand — not a dependency on us.
Short diagnostics, focused sprints, clean handoff. No retainer hamster wheel.
One-week audit of your codebase, workflows, and loops. You get a written report, risks ranked, low-hanging fruit flagged.
We scope a 2–6 week intervention: test infra, hardening, compliance prep — whatever the bloodwork says.
Embedded work alongside your team. Pair sessions, PRs, pairing on evals. We build the muscle, not just the artifact.
Documentation, runbooks, and a 30-day check-in. You walk out stronger than you walked in.
Book a 30-minute intake. We'll tell you whether we can help in the first ten.