Comparison

Cohere Embed vs Nomic Embed

On the evidence we track, Cohere Embed leads this comparison with a composite score of 65/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★Cohere Embed65
Nomic Embed42
Score
vioscaleAI score
Cohere Embed65 / 100medium · 60%
Nomic Embed42 / 100low · 34%
Pricing
Free tier
Cohere Embed✓
Nomic Embed✓
Model
Cohere Embedfreemium
Nomic Embedfreemium
Price level
Cohere Embedlow
Nomic Embedmid
Starting price
Cohere Embed$0.10
Nomic Embed$20
Transparent
Cohere Embed✓
Nomic Embed✗
Integrations
Count
Cohere Embed–
Nomic Embed4
Security
Certifications
Cohere EmbedSOC 2 Type II
Nomic Embed–
Disclosure policy
Cohere Embed✓
Nomic Embed–
Gdpr
Cohere Embed✓
Nomic Embed–
Soc2
Cohere Embed✓
Nomic Embed–
Trust center
Nomic Embed–
Content
Faq
Cohere Embed6 items
Nomic Embed4 items

Capabilities

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

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

What each one is

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

Cohere Embed

Leader

A family of embedding models designed to encode text into numerical vectors for retrieval, semantic search, and machine learning tasks across multiple languages and use cases.

Independently observed

Nomic Embed

Software platform that processes complex construction documents including drawings, specifications, and BIM models using AI to automate workflows such as drawing review, submittal management, and data extraction for architecture and construction teams.

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
from $0.10/operationUsage-basedFree tier

Free test tier; production on consumption basis

  • TestFree
    • Rate-limited API access
  • ProductionPay-as-you-go; billed at month-end or when $250 balance reached
    • Production API keys
    • Scalable usage
as of verify ↗

Nomic Embed

from $20/moSubscriptionFree tier

From $20/month. Free tier available.

  • Self Service$20/month
as of verify ↗

Platform & deployment

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

Platforms
Web
Cohere Embed✓
Nomic Embed–
CLI
Cohere Embed✓
Nomic Embed–
Deployment
Cloud / SaaS
Cohere Embed✓
Nomic Embed–
Self-hosted
Cohere Embed✓
Nomic Embed–
On-premise
Cohere Embed✓
Nomic Embed–
Hybrid
Cohere Embed✓
Nomic Embed–

Integrations

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

Cohere Embed

Leader

Not documented yet.

Nomic Embed

7 total
  • Autodesk Forma
  • Fieldwire
  • Bentley ProjectWise
  • Procore
  • SharePoint
  • Egnyte
  • ACC
Independently observed
Still deciding?

Cohere Embed or Nomic Embed: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

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