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Retrieval-augmented and web-grounded models. Models and rankers that ground answers in retrieved evidence. Reach for these when an answer has to be traceable to a source. A pass over results usually lifts a retrieval stack more than a bigger generator does, and it is priced per thousand queries rather than per token.

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What to look for

What to look for in Search

One model tracked today. These are the criteria that will separate the next ones.

  1. 01

    Rerankers multiply recall

    A reranking stage often improves RAG quality more than upgrading the generator.

  2. 02

    Query pricing

    Rerank models price per 1K queries, a different economics from token pricing.

  3. 03

    Freshness requirements

    Web-grounded answers need live retrieval; static corpora don't.

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