Comparison

Cohere Embed vs Voyage AI

On the evidence we track, Cohere Embed leads this comparison with a composite score of 69/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
Cohere Embed69
Voyage AI42
Score
Vioscale score
Cohere Embed69 / 100low · 45%
Voyage AI42 / 100low · 20%
Pricing
Free tier
Cohere Embed
Voyage AI
Model
Cohere Embedfreemium
Voyage AIcommercial
Price level
Cohere Embedlow
Voyage AI
Transparent
Cohere Embed
Voyage AI
Integrations
Count
Cohere Embed
Voyage AI2
Security
Disclosure policy
Cohere Embed
Voyage AI
Gdpr
Cohere Embed
Voyage AI
Soc2
Cohere Embed
Voyage AI
Market
Availability
Voyage AI

Capabilities

Feature-by-feature on the axes that matter for embeddings apis. “-” means undocumented, not absent.

Capabilities
Architecture model
Cohere EmbedManaged cloud API
Voyage AIManaged cloud API
Matryoshka representation learning for dimension truncation
Cohere Embed-
Voyage AI-
Multilingual support across 100 plus languages
Cohere Embed
Voyage AI
Binary and scalar quantization for memory reduction
Cohere Embed-
Voyage AI-
Cross encoder reranker API offered
Cohere Embed-
Voyage AI
Late interaction architecture colbert v2
Cohere Embed-
Voyage AI-
Massive context window greater than 8k tokens
Cohere Embed-
Voyage AI
Multi modal image and text joint embeddings
Cohere Embed
Voyage AI
Task specific prefixes query vs document instructions
Cohere Embed-
Voyage AI-
Zero data retention training opt out enterprise
Cohere Embed
Voyage AI-
SOC2 type ii
Cohere Embed
Voyage AI-
Mit or apache permissive oss license
Cohere Embed-
Voyage AI-
Pricing model
Cohere EmbedPer million tokens API
Voyage AI-

What each one is

The product in its own terms, so the numbers below have context.

Cohere Embed

Leader

An embedding and semantic search service that converts unstructured text and images into numerical vectors, enabling fast similarity search and AI-powered document ranking within your own data environment. Supports 49 languages and can be deployed on your infrastructure or via Cohere's managed cloud.

Independently observed

Voyage AI

A platform providing advanced embedding and reranking models designed to improve search accuracy and quality in retrieval-augmented generation workflows with support for various data types and deployment scenarios.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Cohere Embed

Leader
Usage-basedFree tier

Pay-as-you-go usage pricing. Free tier for testing.

as of verify ↗

Voyage AI

Pricing not documented yet.

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Cohere Embed
Voyage AI
Deployment
Cloud / SaaS
Cohere Embed
Voyage AI
Self-hosted
Cohere Embed
Voyage AI
On-premise
Cohere Embed
Voyage AI
Hybrid
Cohere Embed
Voyage AI

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

Cohere Embed

Leader

Not documented yet.

Voyage AI

2 total
  • vector databases
  • LLMs
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.