For founders

Enterprise pilots die
in procurement.

Enterprise security review does not test whether your AI product works — the pilot already proved that. It tests whether your company can be trusted with the buyer's data and defended internally by whoever approved you. That is an engineering and documentation problem, it is solvable in advance, and it is dramatically cheaper to solve before the review starts than during it.

Why the pilot going well tells you nothing

A pilot is evaluated by the team that wants your product. The security review is run by a team whose job is to find reasons it is unsafe, and whose incentive on a bad outcome is entirely asymmetric — nobody is promoted for approving a vendor, and someone is definitely blamed for approving the wrong one. Those are different audiences asking different questions, and the second one arrives late.

What a security review actually tests

• Data handling. What of the buyer's data reaches your system, where it goes, who at your company can see it, and what happens to it at termination.
• Model behaviour and boundaries. What the system is permitted to do without a human, and what stops it doing more.
• Provenance and training. What the model was trained on, whether the buyer's data joins it, and whether that is contractually true as well as technically true.
• Failure detection. How you would know the system had begun behaving badly, and how quickly.
• Company posture. Access control, SDLC, dependency management, incident response. Ordinary questions, asked because you are about to hold their data.
• Accountability. Who at your company owns the answer, and whether that person exists.

Mapping to NIST AI RMF

Answering in your own structure makes the reviewer do translation work, and reviewers under time pressure who cannot map your answer onto their framework tend to resolve the ambiguity conservatively. Mapping to NIST AI RMF — govern, map, measure, manage — puts your evidence in the vocabulary the enterprise side is already using. It also makes the second review, at the next customer, mostly a copy job.

What this engagement produces

An architecture blueprint written in the form the other side's security team needs to read it, a governance framework mapped to NIST AI RMF, a secure SDLC that survives inspection rather than a policy document describing one, and the artifact set procurement asks for — assembled once and reusable on every subsequent deal. Optionally the working MVP itself, built on the same pipeline behind twenty-eight repositories and 5,600+ commits.

What it will not do

It will not produce a certificate, and it is not a rubber stamp. If the product is doing something that should not pass a security review, this engagement tells you that while it is still cheap to change — which is the entire value, and not what anybody wants to hear in the week the pilot went well.