[Governed AI Transformation 04] Ten Questions to Ask Before You Buy an Enterprise AI Platform

Key Takeaways

• The first three articles in this series covered the governance gap, shadow AI, and agent identity and access risk. This final piece turns that argument into a practical tool: the ten questions to ask any vendor before you buy an enterprise AI platform.
• Gartner expects that by 2028, more than half of enterprises will use a dedicated AI security platform to govern third-party and custom AI, when incidents involving AI-driven applications will account for half of all incident-response effort.
• PwC's 2026 survey of 3,887 executives across 72 countries found that 39% reported their most damaging breach of the past three years cost more than USD 500,000; IBM's data shows 63% of organisations have no AI governance policy at all.
• The ten questions fall into four lenses — where the data goes, what controls it, what evidence remains, and whether the vendor can prove it — which is simply third party risk management applied to an AI vendor.
• Treat this checklist as a written questionnaire, sent to every shortlisted vendor before the demo: a demo is designed to show capability; a questionnaire is designed to reveal architecture.
• Score every answer on three levels — contractual, configurable, or merely aspirational — because only the first two actually protect you.

This series has argued one thing from three directions: AI transformation stalls at the point where governance runs out. Shadow AI is what happens when there is no sanctioned door. Agents that read and act on your systems are what happens when permission does not travel with the request. The final piece of the argument is practical. At some point a platform will be chosen, and the questions asked in that process will decide whether the CISO is signing off on a governed capability or inheriting an unmanaged one.

The market is moving faster than governance

The market is moving this way regardless. Gartner expects that by 2028, more than half of enterprises will use a dedicated AI security platform to govern third-party and custom AI applications, when incidents involving AI-driven applications will account for half of all cybersecurity incident-response effort. [1] PwC's 2026 survey of 3,887 executives across 72 countries found that 39% reported their most damaging breach of the past three years cost more than USD 500,000. [2] IBM's breach data still shows 63% of organisations with no AI governance policy at all. [3]

Figure 1 — The market, by the numbers.

The questions below are the ones I would want answered — in writing — before any enterprise AI platform reached procurement. This is, in substance, a third party risk management exercise, not a box-ticking formality. They are grouped into four lenses: where the data goes, what controls it, what evidence remains, and whether the vendor can prove any of it.

Ten questions

Figure 2. The ten questions map to four lenses. Most vendor decks answer the first well and the other three vaguely.

How to use this checklist

A fillable one-page version of this checklist — three vendor columns, a three-level score and a notes field — is available from AnyInsight: leave a few basic details on our website (URL to be added) and we'll send it straight to your inbox, so you can put the ten questions to every shortlisted vendor as a written questionnaire before the demo, not after. Demos are designed to show capability; questionnaires reveal architecture.

Figure 3 — Score every vendor answer on three levels.

Figure 4 — Demos are designed to show capability; questionnaires reveal architecture.

Weight the lenses by your exposure. A bank or insurer under DORA will care most about evidence and vendor assurance; a manufacturer wiring agents into its ERP should press hardest on question 6. And involve the DPO from the first round — the answers to questions 1, 2, 7 and 8 are theirs to accept or reject.

How AnyInsight answers

We wrote this checklist because it is the one we designed AnyInsight to pass. Data is hosted in the EU and never used for training. More than twenty leading LLMs sit behind one governed portal, with a three-tier IAM, walled workspaces and per-workspace assignment of knowledge, agents and the 500-plus MCP connectors. A zero-trust GenAI firewall inspects every prompt, response and agent call semantically, and can alert, block or mask by severity. Five log types and an immutable Data Vault feed your SIEM and give the DPO a downloadable record naming workspace, user, policy, severity and action.

The platform is ISO/IEC 27001:2022 certified by TÜV NORD — the kind of third-party issued, not self-declared, iso 27001 ai certification question 9 asks about — and built for GDPR and the EU AI Act by architecture rather than by add-on.

Figure 5 — How AnyInsight answers the four lenses.

Conclusion

These ten questions turn "where does the data go, what controls it, what evidence remains, and can the vendor prove it" into a third party risk management exercise you can check off rather than take on faith. Send it out as a written questionnaire, score every answer as contractual, configurable or roadmap, and bring the DPO in from round one.

It is also what this series has argued throughout: governance is not the brake on AI transformation — it is what lets AI transformation scale safely. From the governance gap in Part 1, to shadow AI, to agent identity and access, to today's procurement checklist — the same argument, four different scenes.

If you're about to buy an enterprise AI platform, request our security & compliance pack, or take these ten questions straight to any vendor on your shortlist — including us.

Figure 6. This series ran four parts; this is Part 4, the final instalment. Part 1 covered the governance gap; Part 2 covered shadow AI; Part 3 covered agent identity and access.

If you would like to put the questionnaire to us, request the security & compliance pack — certifications, DPA and encryption details — or start a free trial at www.anyinsight.ai. Either way, ask every vendor the same ten questions. The ones who answer all of them in writing are the ones who have thought about your CISO before they thought about your budget.