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Engine guide claude

Claude (with web tool)

Anthropic's frontier model with its web_search tool. It values structural depth + provenance.

Company
Anthropic
In VectorCite
Asked live in the free audit with web search, several times per audit.
Official docs
docs.anthropic.com

How it works

Claude (Anthropic's frontier model) gains web-retrieval capability when configured with its web_search tool. Behavior: model decides per turn whether to fetch; if so, queries are dispatched to a retrieval system; results are read and synthesized into the response. Anthropic publishes that retrieval uses ensemble cosine + BM25 + authority + recency. Claude is known for being more conservative in its citations: preferring fewer but more authoritative sources, and explicitly avoiding hallucinated facts when retrieval coverage is sparse.

Signals it weights heavily

  • Structural depth (H2 hierarchy)
  • Author bylines + credentials
  • Outbound citations to primary sources
  • JSON-LD presence
  • Page content density

How to optimize for Claude (with web tool)

  • Allow ClaudeBot + Claude-Web explicitly in robots.txt.
  • Invest in structural depth: Claude rewards H2-segmented content over wall-of-text.
  • Cite primary sources inline (Claude weights outbound-authority-links highly).
  • Strong author E-E-A-T moves the needle more on Claude than ChatGPT.

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