Benchmark · Quality Layer 3
Proof, not claims.
Skill and context can't fake the result — here's what independent judges say. We run the same job three ways, have it judged blind by independent AI, and publish the scores as-is.
How it works
The same job, three ways, judged blind.
A regular AI, all41's app, and a professional-grade stand-in all get the identical task. Independent AI judges score the outputs without knowing which is which. all41 never scores its own output.
One fair job, three ways
We pick a representative SEO + GEO audit and give the identical prompt to a regular AI, to all41's app, and to a professional-grade stand-in. No path gets an easier task.
Judged blind
Three independent AI judges score the outputs with the labels hidden and the order shuffled — completeness, accuracy, actionability and depth. Real people can vote later too.
Published as-is
We average the scores and publish the result, win or lose. all41 never scores its own work, and we only ever compare on quality — never by copying anyone's report.
Latest benchmark
The first live benchmark runs when the data sources are connected.
The pipeline is built and tested end to end. Live results appear here after the AI-search data sources are connected — until then there are no scores to show, only the method above.
No live results yet
We won't post numbers we can't stand behind. The three paths, the blind judging and the scoring are all wired up and tested. The first real benchmark publishes here once live keys and data sources are in place.
Methodology
The same job, three ways, judged blind by independent AI — we don't score ourselves. We pick one fair SEO + GEO audit and give the identical prompt to a regular AI, to all41's app, and to a professional-grade stand-in. Three independent AI judges then score the outputs with the labels hidden and the order shuffled — completeness, accuracy, actionability and depth (0–10) plus an overall. We average the overall per path and publish the result as-is. We compare on quality criteria only, never by copying anyone's report.