Corrections & updates

The Agent Ecosystem publishes first-party, tested content. When the facts change — or when we get something wrong — we fix it openly. This page explains how.

When we correct

We correct any factual error, broken figure, miscalculated cost, or outdated claim as soon as we can verify it. Trivial fixes (typos, formatting) are made silently. Substantive fixes — anything that changes a number, a recommendation, or a conclusion — are disclosed on the article.

How we mark updates

Tested guides and comparisons carry a visible “Updated [date] — what changed” line beside the byline. The original publish date always stays on the page so you can see how a piece has aged. For significant reversals, we keep a short note explaining what we changed and why.

Our testing standard

Every test discloses the tools, versions, sample size, timeframe, and date behind its numbers. AI assists our drafts; a named human runs the tests, edits, and fact-checks before anything is published. See our editorial policy and AI disclosure for the full process.

Report an error

Found something wrong or out of date? Tell us via the contact page. Include the article and, where you can, a source. We read every report and respond to substantive ones.