How GovernBench reads AI governance software

The readings so far

Each tool is read on its maker’s own site against the same three frameworks and its price, then read again on a cycle.

What we read

Only the maker’s own site: product pages, documentation, trust and pricing pages. Never an analyst, a partner or a sales call. For each tool we record what it maps of each framework, the governance work it does, how it is sold and where it runs, each with its source.

How a punch is struck

A framework is struck solid when the site shows ready controls, templates or a mapping for it; outlined when it covers part of it or only names it; dashed when the site shows nothing. A blog post about a framework is not a mapping, and a maker’s own certificate is not one either.

Order

Featured tools first, labelled, then each list ordered by what the maker’s site lets us confirm: the frameworks it maps, a published price, documentation and stated limits. Paying never changes the order under the Featured places.

Not for sale

No punch, rank or verdict on GovernBench is for sale. Paid places carry a Featured label; our editorial policy sets out the rules.

Reading again

Each tool is read again on its own site on a cycle, and its listing changes when the site does.

How a punch is struck

• YesSolid: the maker’s site shows controls, templates or a mapping for it.
• PartlyOutlined: it covers part of it, or names it without a mapping.
• NoDashed: the maker’s site shows nothing for it.
• Not statedDotted: we could not read an answer on its site.

How we count the figures

In our articles

• Every number in an article we write comes from our own records of each tool or from a source the article cites, and is checked against them before the article goes out.
• Prices are read from each tool's own pricing page, and each ranking shows the days we read them.
• The typical price is the middle value of each tool's cheapest paid plan, so free plans stay out of it. If fewer than 5 tools have a price, we give no typical price.
• Counts such as how many tools have a free plan use the same records and rules as our category pages, so an article and its category give the same answer.

In our price tracker

• Once a week we read every tool's own pricing page. No AI model reads the page.
• A price change counts only when the same plan, in the same currency and billing period, shows the old price and then the new one, each in two readings at least a day apart.
• A move of more than 5 times, up or down, doesn't count: at that size it is almost always a different plan or unit, not a new price.
• Each change shows the price as the pricing page prints it, not converted or rounded.
• Our price changes page lists the last 13 weeks, newest first. Fixes to our own records are not price changes.

Who runs GovernBench

GovernBench is written and run by Team GovernBench. Every listing, guide and report is published under the site's own name, and the team answers for all of it.

Changes to a listing

Changes a maker asks for are made only on a paid listing. A listing that has never been paid for shows what our own data says.

Anyone can report a wrong fact with “Report an error” on a listing, at no cost. We fix it once the tool's own website confirms it. Paying buys changes and speed, never accuracy.

Where we use AI

AI models do the reading and the first drafts. A model reads each tool's own website and drafts its listing. Our articles and guides are drafted by a model from our own data.

Checks decide what goes live. Every fact on a listing must point to its source on the tool's website, and a sentence that website does not support is cut. In an article, every figure must match our data and every quote must appear word for word in its source. A second reading checks a sample of facts against each tool's own pages. An article that fails a check is not published.