[::] Agentic Stacks

Cohere Rerank v4.0 vs Grok 4.3

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.
Grok 4.3
xAI's flagship API model, billed as its most intelligent and fastest, with strong agentic tool calling.
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
  • + Aggressive pricing ($1.25 input / $2.50 output per million tokens) for a 1M-context flagship
  • + Vendor-reported leadership in agentic tool calling and instruction following
  • + Companion multi-agent variant (grok-4.20-multi-agent) targeted at agentic workloads
Tradeoffs
  • − API-only (no open weights)
  • − Adds an extra network hop and per-query cost to the retrieval pipeline
  • − Stated knowledge cutoff of November 2024 is older than competing flagships
  • − Rapid model churn; xAI retired eight legacy models (including grok-3) in May 2026, so pinned integrations need active migration
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