Cohere Embed vs OpenAI Embeddings
Embedding APIs pricing comparison · 2026
Cohere Embed pricing ranges from $0.1–$0.12/month, while OpenAI Embeddings ranges from $0.02–$0.13/per million tokens. OpenAI Embeddings is typically 35% more affordable, though your actual cost depends on tier and team size.
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Cohere Embed
Cohere Embed is a hosted embedding API offering state-of-the-art text embeddings for seman
verified 7w ago
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OpenAI Embeddings
OpenAI Embeddings is a pay-per-use API that converts text into dense vector representation
verified 7w ago
View pricing →
Estimated license cost
at 25 seats
List price × seats. Click a tier below to lock it.
Pricing model unknown
Pricing model unknown
no public list price found
Pricing model unknown
Pricing model unknown
no public list price found
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Sources & confidence
Every dollar amount and contract clause below traces back to a sourced fact. We don't manufacture composite scores.
Where this data comes from
Vendr · TrustRadius · Reddit · BBB · official docs
Sources
4 sourced facts
3 hidden-cost · 1 contract
Last verified
1mo ago
Confidence
Limited confidence
Sources
11 sourced facts
7 hidden-cost · 1 contract · 3 review platforms
Last verified
1mo ago
Confidence
Limited confidence
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Plans at a glance
Every tier per product. Lock one to drive the cost row above and reveal a tier-specific outbound CTA.
Tier ladder
Click a tier to lock the cost row to it. Locking surfaces a tier-specific Visit CTA.
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Contract terms
The fine print, surfaced. Green = buyer-friendly. Each clause backed by a quoted source.
Cohere
OpenAI
Auto-renewal
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Cancellation
Subscriptions purchased through AWS Marketplace have no end date and may be canceled any time, but no refunds are offered.
Notice of non-renewal or scope reduction must be provided at least 30 days before the start of the next renewal term.
Commitment
✓
Commit-based billing (monthly or annual) is available for Model Vault dedicated instances.
Enterprise agreements often come with minimum annual spend commitments, such as $250K–$500K for certain discount tiers, or a mandatory annual commitment of 150 seats for ChatGPT Enterprise, setting a floor of approximately $108,000 per year.
Price escalation
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Can downgrade
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What users say
Aggregated, with sample sizes. We use whichever review platform has data.
User reviews
TrustRadius · Trustpilot · G2
Decide
Get a quote from each vendor
Each link opens the vendor's pricing page in a new tab.
License cost is computed from publicly listed plans (real math, list price × seats).
Median annual cost is from Vendr's deal flow when available — see source badges.
Hidden costs and contract terms each cite their own sources. We do not invent composite scores.
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Plan-by-Plan Pricing
| Plan | Cohere Embed | OpenAI Embeddings |
|---|---|---|
| Trial | Free /month | Custom |
| Embed v3 English (Pay-as-you-go) | Custom | Custom |
| Embed v3 Multilingual (Pay-as-you-go) | Custom | Custom |
| Embed 4 (Pay-as-you-go) | Custom | — |
Contract Terms
| Term | Cohere Embed | OpenAI Embeddings |
|---|---|---|
| Auto-renewal | — | — |
| Cancellation | Subscriptions purchased through AWS Marketplace have no end date and may be canceled any time, but no refunds are offered. | Notice of non-renewal or scope reduction must be provided at least 30 days before the start of the next renewal term. |
| Minimum commitment | Commit-based billing (monthly or annual) is available for Model Vault dedicated instances. | Enterprise agreements often come with minimum annual spend commitments, such as $250K–$500K for certain discount tiers, or a mandatory annual commitment of 150 seats for ChatGPT Enterprise, setting a floor of approximately $108,000 per year. |