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IAMRIReasoning Intelligence, realizedSideChicGroup RI Orchestration
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The open proof ยท run it yourself

Don't trust us. Test us.

One question. Every model. A DEB judges.

Ask anything. We put your question to every major model at once, check whether each cited source actually resolves (a dead link is a fabricated source), and let an impartial judge rank the answers. Same models everyone else runs โ€” the difference is we get it right the first time, and we show our work.

Yes, we often spend more tokens โ€” because a cheap wrong answer costs you far more: you act on bad info, or re-ask and re-check it a dozen times before you catch it. Right-once is the real saving.

๐Ÿ”—Every cited link verifiedโš–๏ธImpartial DEB judgeโฑ๏ธTimed, side-by-side๐Ÿ’ตReal cost shown๐ŸงชYour question, not ours
Benchmark history & cognition receipts โ†’
Who's in the ring
Claude Opus 4.8Claude Sonnet 5Claude Fable 5Gemini 3.1 ProGrokCopilot (paste-in)IAMRI โ€” our engine alone ยท with memory & research ยท with 1 / 2 / 3 DEBs

We name every opponent and we don't hide the rounds we lose. Atelier runs on a current frontier reasoning model over a flat-rate membership, wrapped in live web research and a hard source-check โ€” so the system gets it right, not a secret model. Correctness is engineered, not claimed.

STEP 1
Ask
Type any question โ€” or fire one of the traps below, built to break confident models.
STEP 2
Every model answers
Same prompt to each, at once. We time them, count tokens, and check that every cited link resolves.
STEP 3
A judge ranks them
A DEB scores the answers โ€” told to stay fair, never to favor home. You see the receipts.
Challenge them:
Push us (hard):