[::] Agentic Stacks

Cohere Rerank v4.0 vs Gemini 3.5 Flash

Pick two tools from the same category to compare side-by-side.

Cohere Rerank v4.0
Cohere's current-generation reranking models (Pro and Fast variants) for boosting retrieval relevance in RAG and agent search.
Gemini 3.5 Flash
Google's stable frontier model for sustained agentic and coding work, the current GA workhorse of the Gemini 3 family.
Category modelmodel
Vendor type commercialcommercial
Pricing usageusage
Strengths
  • + Purpose-built second-stage reranking improves precision of any retriever
  • + Multilingual and handles semi-structured JSON documents
  • + Pro/Fast split lets builders trade quality against latency and throughput
  • + Only stable GA model in the Gemini 3.x family as of June 2026; positioned for agentic execution and sub-agent deployment
  • + 1M-token context window with thought preservation across multi-turn agent loops
  • + Rich built-in tool ecosystem (search/maps grounding, code execution, file search, function calling)
Tradeoffs
  • − API-only (no open weights)
  • − Adds an extra network hop and per-query cost to the retrieval pipeline
  • − Per Google docs: Computer Use is not supported at this moment (it was available in the Gemini 3 Flash Preview)
  • − Output capped at 65k tokens, lower than competing flagships' 128k
Used in stacks 0 0

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