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RankBrain

Blueprint-style technical diagram of Google's ranking funnel, narrowing thousands of candidate pages to a 30-result window with a TurboQuant compression module at the bottleneck

Google's TurboQuant Just Took the 30-Result Cap Off RankBrain

Google Research published TurboQuant on March 24, 2026, a quantization algorithm that compresses vector embeddings about 4x with near-zero indexing time. That cost cut matters because Pandu Nayak testified under oath that RankBrain runs only on the final 20 to 30 candidate pages because it's too expensive to
NMS Editorial Team 11 May 2026, 9:33 PM
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