OpenAI API vs Mixedbread: Embedding APIs Pricing (2026)
Compare / OpenAI API vs Mixedbread
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Team size
25 seats

OpenAI API vs Mixedbread

Embedding APIs pricing comparison · 2026

OpenAI API pricing ranges from $0.02–$270/per million tokens, while Mixedbread ranges from $0–$20/month. These products use different pricing models (Usage-based (pay per token/image/minute) vs Per-seat subscription), so a direct price comparison isn't meaningful — costs depend on usage volume and mix.

Visit
See pricing on each vendor's site
Above-the-fold path — each link opens the vendor's pricing page in a new tab.
Visit OpenAI pricing
Discount programs →
Visit Mixedbread pricing
Free plan limits → Discount programs →
Compare
2 products · LLM API Providers
Side-by-side · live
OpenAI API
OpenAI API pricing starts at $0.
verified 6w ago
View pricing →
Mixedbread
Mixedbread pricing starts with a permanently free Starter plan at $0/month.
verified 22d ago
View pricing →
Estimated license cost
at 25 seats
List price × seats. Click a tier below to lock it.
Usage-based
$0.2 per 1M tokens
see vendor pricing for volume tiers
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 6 sourced facts
5 hidden-cost · Vendr median
Last verified 1mo ago
Confidence High confidence
Sources 17 sourced facts
15 hidden-cost · 1 contract · 1 review platform
Last verified 3w 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
4 documented
  • Unpredictable Token Consumption
    20-50% of license costs
    1 source
  • Reasoning Model Cost Cliff
    50-200% of license costs
    2 sources
  • Image Generation Add-On Costs
    $0.02-$0.19 per image generated
    1 source
  • Token Billing Complexity and Unexpected Overages
    5-20% of license costs
    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 · 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
High-volume, cost-sensitive API workloads
Watch out
Flagship model pricing is significantly higher than open-source alternatives at comparable benchmark scores
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.
Visit OpenAI pricing
Discount programs →
Visit Mixedbread pricing
Free plan limits → Discount programs →
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.
Option A

OpenAI API

$0.02–$270
/per million tokens
2 plans
Full pricing breakdown →
VS
Option B

Mixedbread

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

Different Pricing Models

Direct price comparison isn't meaningful here — OpenAI API uses Usage-based (pay per token/image/minute) pricing while Mixedbread uses Per-seat subscription pricing. Your actual cost will depend on usage volume, team size, or both. Here's each product in its native unit.

Usage-based (pay per token/image/minute)

OpenAI API

From $0.02 per 1M tokens
See full OpenAI API pricing →
vs
Per-seat subscription

Mixedbread

$0–$20 / month
See full Mixedbread pricing →

OpenAI API and Mixedbread are both embedding apis competitors. This page compares their list pricing tier by tier so you can see which is cheaper for your workload shape.

Plan-by-Plan Pricing

Plan OpenAI API Mixedbread
GPT-5.4 mini / nano (Economy) Custom Free /month
GPT-5.6 / GPT-5.5 / GPT-5.4 / Pro (Flagship) Custom $20 /month
Enterprise — Custom

Hidden Costs

Beyond the sticker price — what catches buyers off guard.

OpenAI API 4 hidden costs

medium
Unpredictable Token Consumption 20-50% of license costs
high
Reasoning Model Cost Cliff 50-200% of license costs
medium
Image Generation Add-On Costs $0.02-$0.19 per image generated
medium
Token Billing Complexity and Unexpected Overages 5-20% of license costs
See all OpenAI API 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 OpenAI API Mixedbread
Auto-renewal — —
Cancellation — —
Minimum commitment — $20 per month

Continue researching

OpenAI API

Mixedbread

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