LLM ReferenceLLM Reference

Rerank v4.0 Fast

cohere-rerank-v4-0-fast

Researched 137d ago

Last refreshed 2026-05-16. Next refresh: weekly.

Proprietary

Rerank v4.0 Fast is worth evaluating for general LLM work when its provider route and context window match the workload.

Decision context: Coding task fit, 1 tracked provider route, and research from 2026-01-01.

Use it for

  • Teams evaluating general LLM work
  • Workloads that can use a 32k context window
  • Buyers comparing 1 tracked provider route

Do not use it for

  • Vision or document-understanding workloads
  • Strict JSON or tool-calling flows

Cheapest output

-

Microsoft Foundry per 1M tokens

Provider routes

1

Tracked API hosts

Quality / dollar

Unknown

No task benchmark coverage yet

Freshness

2026-01-01

Researched 137d ago

stale

Top use-case fit

No primary decision-task fit is mapped for this model yet.

Provider price ladder

ProviderInput / 1MOutput / 1MRoute
Microsoft Foundry--
ServerlessPartial

Benchmark peer barsfor Coding

No task-mapped benchmark peers are available for this model yet.

Migration checks

No linked migration route is available for this model yet.

About

Fast variant reranking model optimized for low latency and high throughput. Multilingual support for reranking English and non-English documents and semi-structured data (JSON). Provides good quality at faster inference speeds than the pro variant.

Rerank v4.0 Fast has a 32K-token context window.

Capabilities

No model capability flags are currently sourced.

Rankings

Specifications

FamilyRerank
Released2025-04-01
Context32k
Architecturetransformer
Specializationranking
LicenseProprietary

Created by

Empowering developers with advanced language AI.

Toronto, Ontario, Canada
Founded 2022
Website

Providers(1)