Category: Uncategorized
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We Asked 4 AI Engines the Same 15 Questions — Only 0.5% of Sources Overlapped
The raw results from our pre-registered GEO Lab experiment. Across 4 AI engines and 15 buyer-intent questions, 386 cited domains — and only 0.5% were cited by all four. Two predictions hit, one surprised us. Here’s every number.
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How We’re Testing Whether One GEO Strategy Works Across AI Engines (Our Method)
We claimed there’s no universal GEO strategy. Now we’re proving it. Here’s the full, pre-registered method for our 4-engine, 15-question citation experiment — predictions locked in before we collect a single data point.
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Is There One GEO Strategy for Every AI Engine? The 2026 Data Says No
Google just made AI Mode the default for 1B+ users. But new 2026 data shows AI engines cite almost no sources in common. Here’s why there is no universal GEO strategy — and what to do instead.