Why a ranked list will not help
Lists of "best AI governance platforms" put products that do different jobs side by side. A tool for watching employee AI use and a tool for approving agent actions are not alternatives. Decide the job first.
Step 1: pick the job
| Job | You need this if | Typical buyer |
|---|---|---|
| Usage governance | Staff use public AI tools and you worry about data leaving | IT, security |
| Model governance | You build or fine-tune models and must document and test them | Data science, risk |
| Agent governance | AI agents act in your business systems | Operations, revenue, business leaders with IT |
Some products cover more than one job. Ask which job is the core, not only what is possible.
Step 2: compare on the same criteria
| Criterion | What to ask |
|---|---|
| Inventory | Does it list every agent with an owner? |
| Permissions | Can access and actions be set per agent and role? |
| Approval | Do high-risk actions wait for a named person? |
| Limits | Can spend be capped, with warn, ask or stop? |
| Record | Is every action and approval recorded, and can the record be edited later? |
| Stop | Can all AI work be paused quickly? |
| Honesty | Does the vendor say what works today and what is planned? |
| Fit | Does it suit your company size, systems and team? |
| Security posture | What certifications exist today? Ask for proof, not plans. |
The buyer's checklist turns the AI agent questions into ten you can send to any vendor.
Step 3: check the claims
- Ask for a live demo on your own use case, not a slide.
- Separate "works today" from "on the roadmap". Ask for the list in writing.
- Ask what certifications are held now and what is in progress.
- Ask for a pilot with a defined scope and an exit.
82%
of surveyed enterprises reported AI agents running in their environment that they did not know about.
Source: Cloud Security Alliance survey, commissioned by a security vendor, April 2026. 418 IT and security professionals
Red flags
- A product that cannot say which AI it governs.
- "Compliant" or "certified" claims without a named standard and a date.
- Dashboards that show sample data without saying so.
- No way to stop agent work quickly.
- A record that an administrator can rewrite.
How MFDIO compares by job
MFDIO is agent governance, for mid-market B2B enterprises. It does not monitor which public AI tools staff use, and it is not a model testing tool.
- Today: register, approvals, spend limits, Emergency Stop, roles and an append-only audit log.
- Roadmap: agents built elsewhere in the register, per-agent access and action policy, one-click connections, and SOC 2 and ISO 27001 (neither held today).
See what works today and how a pilot works.
Questions people ask
Do we need more than one tool? Often yes, because the jobs differ. Make sure the records can be reconciled.
Should we build it ourselves? Possible, but the record, approvals and limits need real engineering and upkeep. Compare against the pilot cost of a product.
Limits of this guide
This guide is general information and not legal advice. MFDIO is in invite-only early access and is pre-revenue. MFDIO does not hold SOC 2 or ISO 27001 today. Market figures are analyst or survey estimates and vary between sources.
Sources
- Cloud Security Alliance, "Autonomous but Not Controlled: AI Agent Incidents Now Common in Enterprises", 21 April 2026 (418 IT and security professionals; commissioned by a security vendor)
- MFDIO product facts: checked against /status on 5 October 2026
Published . Last updated . Written by the MFDIO team.