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Embed English v3 vs Text embedding 3 large

Cohere vs OpenAI — head-to-head specs and pricing.

Cohere
Embed English v3

1024-dim embeddings tuned for search.

Cohere's retrieval-optimized English embeddings.

OpenAI
Text embedding 3 large

High-quality OpenAI embeddings.

3072-dim embeddings for retrieval, clustering, classification. Best-in-class semantic quality.

SpecEmbed English v3Text embedding 3 large
ProviderCohereOpenAI
Input cost / 1M tokens
Output cost / 1M tokens
Context window
Max output tokens
Streaming support
Tool calling
Vision input
JSON mode
StatusACTIVEACTIVE

Use both via OneAPIKey — one key, one bill

OneAPIKey aggregates Cohere, OpenAI, and 10 more providers behind a single API. Smart Routing automatically picks the best model per request — or you choose explicitly.