The 80-Question Wall: What Enterprise AI Security Questionnaires Actually Demand
The AI feature your team shipped in March is unsellable to half your pipeline, and the engineering org doesn't know it yet. Somewhere in account-executive Slack, a deal at 80% probability just got kicked from forecast because the prospect's CISO sent over a 92-question security review with an AI addendum. Question 31 asks for your training data provenance documentation. Question 47 asks whether prompts are logged, where, for how long, and who can read them. Question 63 asks whether your inference can be region-pinned to the EU. Question 78 asks for your prompt-injection resistance rate against the OWASP LLM Top 10 corpus, with measured numbers, by model version. The deal team has 72 hours to respond. Nobody on the AI team has written down the answer to any of these.
This is the new wall. Fortune 500 procurement teams now run AI-feature-specific security reviews that didn't exist in 2023, and the answers your engineering org needs aren't hard to produce — they're just nobody's job. The questions are concrete, the frameworks are public, and yet most AI products are quietly unsellable to regulated enterprises because the answers were never written down.
The frustrating part is that none of this is mysterious. The questionnaires are templated. The expected answers are documented. The real failure mode is that AI features were shipped on the assumption that the existing SOC 2 report would carry the same enterprise-deal weight it carried for the last decade — and it doesn't.
