Cohere Embed
Numerical representation models that convert text into embeddings for machine learning applications
- Vendor
- Cohere
- Also known as
- cohere-embed
Available worldwide · Popular in: US
What is Cohere Embed?
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.
Cohere Embed pricing
Plans, per-tier features and add-ons, dated and linked to live pricing. Pricing changes often; always verify at source before you rely on it.
Free test tier; production on consumption basis
Test
FreeFree test API key with rate limiting, not for production
- Rate-limited API access
Production
Pay-as-you-go production access
- Production API keys
- Scalable usage
What Cohere Embed does
The capabilities that matter for embeddings apis, normalised so it lines up with every alternative. “-” means we haven't confirmed it, not that it's missing.
- Architecture model
- Managed cloud API
- Matryoshka representation learning for dimension truncation
- -
- Multilingual support across 100 plus languages
- ✓
- Binary and scalar quantization for memory reduction
- -
- Cross encoder reranker API offered
- -
- Late interaction architecture colbert v2
- -
- Massive context window greater than 8k tokens
- -
- Multi modal image and text joint embeddings
- ✓
- Task specific prefixes query vs document instructions
- -
- Zero data retention training opt out enterprise
- ✓
- SOC2 type ii
- ✓
- Mit or apache permissive oss license
- -
- Pricing model
- Per million tokens API
Platform & deployment
Independently observed- CLI
- Web
- Cloud / SaaS
- Hybrid
- On-premise
- Self-hosted
Security & compliance
Independently observed- SOC 2 Type II · Type IIactive
Cohere Embed FAQ
Common questions about Cohere Embed, answered from independent, dated evidence.
What is Cohere Embed?
A semantic embedding service that transforms text into vectors for similarity search, document comparison, and information discovery. Supports deployment within customer infrastructure with full data control. It is indexed under Embeddings Apis.
Source: https://cohere.com/de/pricing
Is Cohere Embed free?
Cohere Embed offers a free tier, so you can start without paying. Paid plans start at $0.10. Prices are published openly on the vendor's own pricing page. Pricing changes often, so verify at source before relying on it.
Source: https://cohere.com/de/pricing
What platforms does Cohere Embed support?
Cohere Embed supports the web and a command-line interface. Platforms we have not confirmed are simply not listed here rather than ruled out.
Source: https://cohere.com/de/pricing
Can Cohere Embed be self-hosted?
Yes. Cohere Embed can be deployed cloud / SaaS, hybrid, on-premise and self-hosted, so it does not have to run on the vendor's infrastructure.
Source: https://cohere.com/de/pricing
What security certifications does Cohere Embed have?
We have independently confirmed SOC 2 and GDPR for Cohere Embed. Certifications we do not list are ones we have not been able to verify from public sources, which is not the same as Cohere Embed not holding them. Always confirm compliance directly before you rely on it.
Source: https://cohere.com/de/security
Where is Cohere Embed available?
Cohere Embed is available worldwide. The vendor is headquartered in Canada.
Source: https://cohere.com/de/pricing
Cohere Embed alternatives
Other embeddings apis we track, ranked by the same independent score.
- Mixedbread (mxbai)API service for indexing and searching multimodal content with semantic capabilitiesmedium · 58%
- Amazon Bedrock Titan Embeddingslow · 35%
- sentence-transformersA Python module for working with embedding and reranking modelsmedium · 54%
- FastEmbedPython library for generating text and image embeddings with minimal dependenciesmedium · 54%
- Jina EmbeddingsMultimodal vector embeddings for search, content retrieval, and AI agent developmentlow · 35%
- BAAI FlagEmbeddinglow · 45%
Compare Cohere Embed
Side by side against other embeddings apis, attribute by attribute, with a source on every value.
The vioscaleAI score: one lens on the evidence
Not user reviews and not a paid placement: a confidence-weighted blend of the independent signals below (adoption, activity, security posture, and more), which you can sort and re-weight yourself. Vendors can correct their listing but can never move their rank, and stars are weighted low as a vanity metric. It is one way to read the evidence for Cohere Embed, not the verdict.
| Signal | Score | Weight | Contribution | Evidence |
|---|---|---|---|---|
| Security posture | 50 | 0.12 | 6.1 | ✓ |
| Pricing transparency | 100 | 0.05 | 5.4 | ✓ |
| Price level | 80 | 0.04 | 3.3 | ✓ |
| Capabilities | 67 | 0.04 | 2.5 | ✓ |
| Reliability | 0 | 0.07 | 0.0 | - |
| Integrations | 0 | 0.04 | 0.0 | - |
Computed . Re-weight it by intent, or see the full method.
All data & sourcesshow ↓
Every value we hold, with its source, retrieval date, and confidence. This is the evidence behind the score: don't trust it, verify it.
Content
| Attribute | Value | Evidence |
|---|---|---|
| Faq | 6 items | mediumsource · 2026-09-10 · 64% |
Features
| Attribute | Value | Evidence |
|---|---|---|
| Capabilities | Soc2 type ii: Yes · Pricing model: per_million_tokens_api · Architecture model: managed_cloud_api · Multi modal image and text joint embeddings: Yes · Multilingual support across 100 plus languages: Yes · Zero data retention training opt out enterprise: Yes | mediumsource · 2026-10-02 · 60% |
Market
| Attribute | Value | Evidence |
|---|---|---|
| Availability | PrimaryMarkets: … · AvailabilityScope: global · AvailableCountries: … · NotAvailableCountries: … | highsource · 2026-10-02 · 75% |
Pricing
Security
Is Cohere Embed the right choice for you?
Tell us the job, the constraints and what you weigh most, and we will rank Cohere Embed against the rest of the embeddings apis we index, using the same dated evidence weighted your way.
Free to run, no account needed to start. How the evaluation works
Is this your product?
This profile was built from public sources without asking you. You can take the badge below and use it anywhere, and you can claim the profile to correct anything we got wrong. Both are free, and neither moves Cohere Embed up or down: nobody can buy rank here, including you.
Take the badge
Live, always current, and free to use on your own site. It shows Cohere Embed's independent score and links back to this profile.
<a href="https://www.vioscale.ai/software/cohere-embed" target="_blank" rel="noopener">
<img src="https://www.vioscale.ai/badge/software/cohere-embed.svg" alt="Cohere Embed, verified on vioscaleAI" width="330" height="76" loading="lazy" />
</a>Markdown, for a README →
[](https://www.vioscale.ai/software/cohere-embed)Claim the profile
Verify you control the domain, then point us at the pages that state the facts about Cohere Embed and add your own description and media. Free, and it does not change the score.
- Correct anything wrong, with evidence
- Point our crawler at the pages that matter
- Write your own description and add media
Not the owner? How vendor profiles work