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Source record · 2026

Same facts, new facts: the Atlas offer-reading comparison

The Living Atlas · author and separate reviewer agents

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Type
Controlled supplied-information comparison with fictional offers
Publication
Atlas experiment record
Version used
Protocol v1 · 12 sessions, 72 answers · evaluator erratum disclosed
Source date
26 October 2026
Recorded in Atlas
26 October 2026
License
Original Atlas fixture, procedure and recorded final outputs.

Executed 26 October 2026. No public search or customer transaction; separate AI review, not independent external research. No separate validity period has been established for the finding.

How Atlas uses this source

Does GEO actually work?

Protocol v1; 72 answers checked by a separate Atlas AI reviewer; disclosed evaluator erratum

Supplied fictional offers: 24/24 correct per condition; 12/24, 12/24 and 20/24 resolved. The baseline already passed every check; no public discovery or commercial effect measured.

Open the source passage
Supports this claim:The first Atlas reading test found a ceiling, not a formatting gain

Test whether AI understands your offer

Protocol, recorded responses, 72-row independent audit and evaluator erratum

24/24 correct per condition; 12, 12 and 20 resolved. Raw outputs unchanged. Four protocol criteria applied by a separate Atlas agent.

Open the source passage
Supports this claim:Reformatting produced no observed decision change New information can rule your offer in or out