[::] Agentic Stacks

Cohere Rerank v4.0 vs GPT-5.5

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.
GPT-5.5
OpenAI's flagship frontier model, positioned as a new class of intelligence for coding and professional work.
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
  • + OpenAI's recommended model for complex reasoning and coding
  • + 1M-token context window with up to 128K output tokens
  • + Generally available via the OpenAI API with listed pricing of $5 input / $30 output per million tokens
Tradeoffs
  • − API-only (no open weights)
  • − Adds an extra network hop and per-query cost to the retrieval pipeline
  • − Most expensive tier in OpenAI's lineup; GPT-5.4 is positioned as the more affordable option for similar work
  • − API-only commercial model; no open weights
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