MethodologyUpdated Nov 8, 2026

How we research and present platforms

14 vendors · 39 primary sources · 0 paid placements · re-checked at least every 90 days.

What we include

Software that helps an organization inventory its AI systems, assess and tier their risk, apply policy and lifecycle controls, and keep oversight evidence, sold by a company with an active public website. Regulation-specific compliance automation is covered by a sister site, bestaicompliancesoftware.com.

Sources

Each fact comes from the vendor’s own website, documentation, trust portal, or a primary release such as a company announcement. Every profile lists its sources and the date we checked them. Where a vendor page blocked automated checks, the profile says so and names how we confirmed the fact.

What we do not do

We do not test platforms, score them, rank them, or publish reviews. We do not claim partnerships or customer relationships we cannot source. Where a vendor publishes no price, we say “Contact vendor”. Where we found no certification, we say so and suggest asking for documentation; that is not a finding that the vendor lacks one.

Certifications

Listed as the vendor states them. Certifications that are in progress, or statements that controls are only “aligned with” a standard, are shown but not counted in filters. Some certifications belong to a parent company or platform rather than the governance product, so we recommend requesting reports and confirming scope.

Order

Platform lists default to alphabetical order. Filters and comparisons change only what is shown, not any ranking.

Updates

We re-check sources at least every 90 days and when vendors announce material changes such as acquisitions or rebrands.

Commercial policy

Today we accept no payment for listings or placement. If sponsorship is introduced later, sponsored items will be labeled, kept out of editorial comparisons and filters’ default order, and disclosed on this page.