The Tools, and What Happened to Them
This site used to advertise three tools. Two of them ran as paid products and were switched off on 25 to 26 August 2026. The third was built and never opened to anyone, so it was never sold. A fourth thing, the AI Search Arena benchmark, was announced here and never ran a cycle. Nothing on this page is for sale and there is nothing to sign up for. What survives is the code and the framework underneath it, and both are open.
AImpactScanner
A scanner that took a URL, fetched the page with a real browser so that JavaScript-rendered content was included, scored it against the MASTERY-AI framework, and returned the gaps in priority order rather than a list of everything it could measure.
It ran as a paid product and was switched off on 25 to 26 August 2026. Nothing serves the domain any more. There is no replacement and no waiting list.
The source is public under the MIT licence, so you can read how the scoring worked, lift the parts that are useful, or run it yourself.
github.com/TheWayWithin/aimpactscanner-mvp (opens in new tab)
LLM.txt Mastery
A tool that crawled a site, worked out which pages were worth putting in front of an AI system, and wrote a spec-compliant llms.txt file from them. It also had a validator for checking a file you already had, and it handled JavaScript-rendered pages that crawl-only tools skipped.
It ran as a paid product and was switched off on 25 to 26 August 2026. Nothing serves the domain any more, and the validator went with it.
The source is public under the MIT licence. If you want to generate an llms.txt file today, the crawling and scoring logic in that repository is the honest starting point.
AImpactMonitor
AImpactMonitor was going to watch how AI systems cited a brand over time. It was built in March 2026 and it never opened to a single user. Its hosting was scheduled for deletion on 25 August 2026 along with the other two.
This site advertised it as nearly ready for most of a year. It was not nearly ready, and saying so on the page that advertised it is the least I can do about that. There is no early access, no waiting list and no code worth pointing you at.
AI Search Arena
An independent benchmark that was going to score the tools in this market against a published methodology, on a monthly cycle. Two articles here describe how it was designed to work, because the methodology was finished before anything else was.
It never ran a cycle. No results were ever published, and nothing is serving aisearcharena.com today. The two articles are kept because the methodology is still worth reading and because an announcement with nothing behind it is part of the record.
What Is Still Here
The methodology and the writing. Both are free to read and neither depends on a service staying online.
The MASTERY-AI Framework
Eight weighted pillars and 149 atomic factors, version 3.2.0, published in full. The scanner was one implementation of it. The framework outlived the tool and is MIT licensed.
The Articles
Guides on what AI search actually looks at, why sites go missing from it, and what the llms.txt standard does and does not do. Written while the tools were running, and still accurate about the problem.