A vCISO for AI companies

Selling AI to enterprises changed shape fast. The security review that used to end at encryption and access control now carries a dedicated AI section — and it isn’t written by the security team alone. Legal wants to know about training-data provenance, procurement wants the model-provider terms, and the buyer’s CISO wants proof that one customer’s data can’t leak into another customer’s outputs.

Most AI startups answer these questions with conviction and no evidence. The policy doesn’t exist yet, the data-flow diagram was drawn for this deal, and nobody has read the model-provider agreements against what sales is promising. Buyers notice — not because the answers are wrong, but because nothing behind them is checkable.

The fix is a governance layer that makes the answers boring: written policies, documented data flows, vendor terms mapped to product behavior, and attestations that let a buyer verify instead of trust. That’s what this engagement builds — and then operates as the product evolves.

None of the AI questions replace the classic ones. SOC 2 is still the ticket to the conversation, and for an AI company it should come early — if you’re pre-fundraise, the timing logic in SOC 2 before your Series A applies double when your product ingests customer data by design.

ISO 42001 is the new layer: the first certifiable standard for AI management systems — governance over how models are developed, deployed, monitored, and fed. Most vendors can’t show one yet, which is precisely the opportunity: an audited AI-governance claim while competitors offer a paragraph of reassurance. Run alongside SOC 2 on a mapped platform, it shares much of the underlying control work.

Popp is the case study to read: an AI copilot for recruiting — a product whose entire value is processing personal data — that won enterprise trust by holding three certifications, with Agency operating the program. For AI companies, that’s the repeatable motion: make the governance real, get it attested, and let the audit do the arguing in security review.

If your buyers are enterprises, the window matters. AI-governance questions are standard now while audited answers are still rare — the vendors who close that gap first get remembered as the safe choice in a category buyers are nervous about. That’s a strategy conversation as much as a compliance one, which is exactly what a vCISO is for.