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Edition 2026-11-04

Embeddings. Data to decide.

Models for semantic search, RAG and code retrieval.

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  • 9 products and plans in this category

Editorial editionGeneral review: 2026-11-04Not a real-time feed

Lowest text price in the catalog$0.02 USD / M tokensVoyage 4 Lite5.5× cheapervs. median $0.11Build your own comparisonUp to 4 options, side by side

Embeddings 9

Models for semantic search, RAG and code retrieval.

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9 results · Select 2 to 4 to compare Export CSV
Embeddings, sorted by Text price. General source review: 2026-11-04; see individual dates.
Select#Product / providerType
01
Voyage 4 LiteVoyage AI
$0.02 (Best value)1,02432KMultilingual text
02
Voyage 4Voyage AI
$0.061,02432KMultilingual text
03
Cohere Embed 5 FastCohere
$0.082,048128KMultimodal
04
Mistral EmbedMistral AI
$0.101,0248KText
05
Cohere Embed 5 ProCohere
$0.122,048128KMultimodal
06
Voyage 4 LargeVoyage AI
$0.121,02432KMultilingual text
07
Voyage Code 4Voyage AI
$0.121,02432KCode embeddings
08
Codestral EmbedMistral AI
$0.153,0728KCode
09
Cohere Embed 4Cohere
No data1,536128KMultimodal

Text pricing per million tokens, excluding starter credits and batch. Dimensions and context don't measure retrieval quality. Don't mix vector spaces from different models. Sources and methodology ↗

The differences at a glance

Every scale starts at zero. Each chart keeps its own unit.

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Text price

USD / M tokens · lower rate

  1. Voyage 4 Lite$0.02 (Best value)
  2. Voyage 4$0.06
  3. Cohere Embed 5 Fast$0.08
  4. Mistral Embed$0.10
  5. Cohere Embed 5 Pro$0.12
  6. Voyage 4 Large$0.12
  7. Voyage Code 4$0.12
  8. Codestral Embed$0.15
1 with no data · left out of the chart
Source: vendor documentation · 2026-11-04

Reference dimensions

dimensions · a spec, not a score

  1. Codestral Embed3,072
  2. Cohere Embed 5 Fast2,048
  3. Cohere Embed 5 Pro2,048
  4. Cohere Embed 41,536
  5. Mistral Embed1,024
  6. Voyage 41,024
  7. Voyage 4 Large1,024
  8. Voyage 4 Lite1,024
  9. Voyage Code 41,024
Source: vendor documentation · 2026-11-04

Input per document

tokens · a spec, not a score

  1. Cohere Embed 4128K
  2. Cohere Embed 5 Fast128K
  3. Cohere Embed 5 Pro128K
  4. Voyage 432K
  5. Voyage 4 Large32K
  6. Voyage 4 Lite32K
  7. Voyage Code 432K
  8. Codestral Embed8K
  9. Mistral Embed8K
Source: vendor documentation · 2026-11-04

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