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Pricing / Compare / text-embedding-3-small vs Embed 4

text-embedding-3-small vs Embed 4

Side-by-side comparison of API pricing, specs, benchmarks, and capabilities

text-embedding-3-small is 83.3% cheaper on blended cost ($0.010 vs $0.060/Mtok)
 
Oby OpenAI
Cby Cohere
Overview
StatusCurrent embedding Current embedding
Released Jan 25, 2024 Jun 1, 2025
Pricing per million tokens
Input $0.020/Mtok $0.120/Mtok
Output $—/Mtok $—/Mtok
Blended avg $0.010/Mtok $0.060/Mtok
Specifications
Context window 8K tokens tokens
Parameters Proprietary Proprietary
Speed (TPS)
Modalities
Input
text
textimage
Providers
Available from
OpenAI — $0.020/$—/Mtok
Cohere — $0.120/$—/Mtok

Cost at scale — 1M tokens (50/50 input/output)

Volumetext-embedding-3-smallEmbed 4Savings
1M tokens $0.01 $0.06 $0.05 (83.3%)
10M tokens $0.1 $0.6 $0.5 (83.3%)
100M tokens $1 $6 $5 (83.3%)
1000M tokens $10 $60 $50 (83.3%)

Summary

text-embedding-3-small by OpenAI costs $0.020/Mtok input and $—/Mtok output, with a 8K-token context window. It supports text input.

Embed 4 by Cohere costs $0.120/Mtok input and $—/Mtok output, with a —-token context window. It supports text, image input.

On a blended cost basis, text-embedding-3-small is 83.3% cheaper than Embed 4. It also has a larger context window.

Note: Pricing is per million tokens. Actual costs vary with usage patterns, prompt caching, and batch discounts. Always verify against official provider pricing pages.