You probably recognize yourself in one of these. Whichever it is, the engagement begins the same way — scope in writing, no access until you grant it — and you stay in control throughout.
A vendor left, an acquisition closed, or the person who built it moved on — and now it's yours. It runs, mostly. But you can't see inside it, you don't know where the risk sits, and every change feels like it might break something you can't name.
We start with an independent audit — code, infrastructure, and the vendors you rely on — then stabilize what's fragile before anything new is built on top. We document the scope before we touch anything.
The prototype was easy. Production is where it gets hard — hallucinations, edge cases, latency, and a release process where no one can say with confidence whether the new version is better or worse than the last. You need AI you can stand behind, not just demo.
We build AI-native apps and wire LLMs into your workflows — grounded, evaluated, guard-railed, and human-reviewed — with eval thresholds gating every release. What ships is something you can stand behind, with its evidence attached.
It's not enough for the AI to work — you have to be able to show it works, to people whose job is to be skeptical. Auditors, regulators, a board, an insurer. You need an evidence trail, controlled access, and documented decisions, not a vendor asking you to take their word for it.
Our glass-box discipline is built for scrutiny: documented approvals, least-privilege controlled access, traceable delivery, and an evidence trail attached to every change. As an independent party, we can verify even the vendors you already use.
That's common — and it's exactly what the audit is for. A fixed-scope independent review tells you where you actually stand before you commit to anything. We look, we report, you decide.
You don't have to commit to a rebuild to work with us. A senior engineer reviews your code, infrastructure, and vendors, then hands you a plain-language report of what's solid, what's risky, and what to do first.