# How GovernBench reads AI governance software

> Source: GovernBench — https://governbench.com/methodology

What we read on each maker’s site, how a punch is struck, how the lists are ordered and how to report an error.

## 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](https://governbench.com/editorial-policy#not-for-sale) 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

- **Yes**: Solid: the maker’s site shows controls, templates or a mapping for it.
- **Partly**: Outlined: it covers part of it, or names it without a mapping.
- **No**: Dashed: the maker’s site shows nothing for it.
- **Not stated**: Dotted: 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](https://governbench.com/authors/research). 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.
