Cohere Embed vs Mixedbread Pricing | Costbench
Compare / Cohere Embed vs Mixedbread
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Team size
25 seats

Cohere Embed vs Mixedbread

Embedding APIs pricing comparison · 2026

Cohere Embed pricing ranges from $0–$3250/month, while Mixedbread ranges from $0–$20/month. Mixedbread is typically 99% more affordable, though your actual cost depends on tier and team size.

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2 products · Embedding APIs
Side-by-side · live
C
Cohere Embed
Cohere Embed is a hosted embedding API offering state-of-the-art text embeddings for seman
verified 24d ago
View pricing →
Mixedbread
Mixedbread pricing starts with a permanently free Starter plan at $0/month.
verified 28d ago
View pricing →
Estimated license cost
at 25 seats
List price × seats. Click a tier below to lock it.
Model Vault – Embed 4 Medium
$975K/yr
year 1 license · $3.3K/seat
Usage-based
$1.5 per 1M tokens
see vendor pricing for volume tiers
REF · 01

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 3w ago
Confidence Limited confidence
Sources 17 sourced facts
15 hidden-cost · 1 contract · 1 review platform
Last verified 4w ago
Confidence Medium confidence
REF · 02

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.
REF · 03

Hidden costs

Each cost is severity-ranked, with the dollar range quoted from its source (Vendr, Reddit, TrustRadius, BBB, official docs) — never our estimate.

Beyond the sticker
Severity-ranked, sourced
3 documented
  • Development and Integration
    1 source
  • Cloud Infrastructure
    1 source
  • Re-embedding
    1 source
5 documented
  • Scaling Challenges
    $3,500 per month
    1 source
  • Re-embedding Data
    1 source
  • Inefficient API Usage
    79% reduction
    1 source
  • Token-based pricing
    1 source
  • Agent and tool interaction
    1 source
REF · 04

Contract terms

The fine print, surfaced. Green = buyer-friendly. Each clause backed by a quoted source.

Cohere
Mixedbread
Auto-renewal
Cancellation
Subscriptions purchased through AWS Marketplace have no end date and may be canceled any time, but no refunds are offered.
Commitment
Commit-based billing (monthly or annual) is available for Model Vault dedicated instances.
$20 per month
Price escalation
Can downgrade
REF · 05

What users say

Aggregated, with sample sizes. We use whichever review platform has data.

User reviews
TrustRadius · Trustpilot · G2
No public ratings yet
Best for
Prototyping and evaluation
Watch out
Inaccurate Text Classification
Trustpilot
2.8out of 5 (170)
Best for
Hobbyists and evaluators trying Mixedbread
Watch out
Missing Integrations and Organization: Some users have noted a lack of integrations for certain key platforms they use. Additionally, the organization of scenarios is limited to folders, with no options for subfolders or tags, which users find problematic.
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.
Embedding APIs

Cohere Embed

$0–$3250
/month
3 plans · Free tier
Full pricing breakdown →
VS
Embedding APIs

Mixedbread

$0–$20
/month
3 plans · Free tier
Full pricing breakdown →

Plan-by-Plan Pricing

Plan Cohere Embed Mixedbread
Trial Free /user/month Free /month
Model Vault – Embed 4 Small $2.5K /user/month $20 /month
Model Vault – Embed 4 Medium $3.3K /user/month Custom

Hidden Costs

Beyond the sticker price — what catches buyers off guard.

Cohere Embed 3 hidden costs

high
Development and Integration
high
Cloud Infrastructure
medium
Re-embedding
See all Cohere Embed hidden costs →

Mixedbread 15 hidden costs

high
Scaling Challenges $3,500 per month
high
Re-embedding Data
medium
Inefficient API Usage 79% reduction
high
Token-based pricing
medium
Agent and tool interaction
See all Mixedbread hidden costs →

Contract Terms

Term Cohere Embed Mixedbread
Auto-renewal
Cancellation Subscriptions purchased through AWS Marketplace have no end date and may be canceled any time, but no refunds are offered.
Minimum commitment Commit-based billing (monthly or annual) is available for Model Vault dedicated instances. $20 per month

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