The 12 evidence gaps that create unnecessary friction in enterprise AI sales
A field guide to claims, retention, training-use language, model providers, testing, change control and buyer answerability.
Research & insights
Practical notes on evidence, AI vendor review and enterprise procurement.
No content farm. This section is for material that helps AI vendors understand what a buyer can verify and where evidence tends to break.
Why a security questionnaire is not the same thing as evidence
How to move from written assurances to a maintainable claim-to-evidence system without pretending every question has a binary answer.
Need research on a specific procurement question?
Research requests related to AI product evidence can be sent to research@unitoolx.com.