Mixedbread vs OpenAI Embeddings Pricing | Costbench
Compare / Mixedbread vs OpenAI Embeddings
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Team size
25 seats

Mixedbread vs OpenAI Embeddings

Embedding APIs pricing comparison · 2026

Mixedbread pricing ranges from $0–$20/month, while OpenAI Embeddings ranges from $0.02–$0.13/per million tokens. OpenAI Embeddings is typically 99% more affordable, though your actual cost depends on tier and team size.

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See pricing on each vendor's site
Above-the-fold path — each link opens the vendor's pricing page in a new tab.
Visit Mixedbread pricing
Free plan limits → Discount programs →
Visit OpenAI pricing
Discount programs →
Compare
2 products · Embedding APIs
Side-by-side · live
Mixedbread
Mixedbread pricing starts with a permanently free Starter plan at $0/month.
verified 28d ago
View pricing →
O
OpenAI Embeddings
OpenAI Embeddings is a pay-per-use API that converts text into dense vector representation
verified 23d ago
View pricing →
Estimated license cost
at 25 seats
List price × seats. Click a tier below to lock it.
Usage-based
$1.5 per 1M tokens
see vendor pricing for volume tiers
Usage-based
$0.02 per 1M input 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 17 sourced facts
15 hidden-cost · 1 contract · 1 review platform
Last verified 4w ago
Confidence Medium confidence
Sources 11 sourced facts
7 hidden-cost · 1 contract · 3 review platforms
Last verified 3w ago
Confidence Limited 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
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
5 documented
  • Storage Costs for Embeddings
    $0.33 per GB per month
    1 source
  • Inflated Token Counts
    10-25%
    1 source
  • Fine-tuning Premiums
    50%
    1 source
  • Unpredictable Scaling
    $100–$400 per day
    1 source
  • Inefficient Architectures
    1 source
REF · 04

Contract terms

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

Mixedbread
OpenAI
Auto-renewal
—
—
Cancellation
—
Notice of non-renewal or scope reduction must be provided at least 30 days before the start of the next renewal term.
Commitment
$20 per month
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
—
—
Can downgrade
—
—
Based on 2 verified sources (Vendr · TrustRadius · BBB)
REF · 05

What users say

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

User reviews
TrustRadius · Trustpilot · G2
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.
TrustRadius
9out of 5 (610)
Trustpilot
1.5out of 5 (1,068)
G2
4.6out of 5 (2,734)
Watch out
Sometimes providing incorrect or outdated information.
Decide
Get a quote from each vendor
Each link opens the vendor's pricing page in a new tab.
Visit Mixedbread pricing
Free plan limits → Discount programs →
Visit OpenAI pricing
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.
Embedding APIs

Mixedbread

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

OpenAI Embeddings

$0.02–$0.13
/per million tokens
3 plans
Full pricing breakdown →

Plan-by-Plan Pricing

Plan Mixedbread OpenAI Embeddings
Starter Free /month Custom
Scale $20 /month Custom
Enterprise Custom Custom

What Users Say

Mixedbread

Trustpilot
2.8out of 5 (170)
Top complaints
  • 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.
  • Steep Learning Curve: A recurring complaint, particularly on G2, is that the platform can have a steep learning curve for beginners, especially when dealing with advanced features or when new to marketing automation.
  • Customer Support and Troubleshooting: On Trustpilot, users have expressed deep frustration with customer support, describing it as difficult to reach a real person and reporting instances of tickets being canceled without resolution. On G2, some users mentioned that error messages could be clearer, which hinders troubleshooting.

OpenAI Embeddings

G2
4.6out of 5 (2,734)
Trustpilot
1.5out of 5 (1,068)
TrustRadius
9out of 10 (610)
Top complaints
  • Sometimes providing incorrect or outdated information.
  • Responses occasionally feeling overly cautious or generic.
  • Limits on deeper customization.

Hidden Costs

Beyond the sticker price — what catches buyers off guard.

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 →

OpenAI Embeddings 7 hidden costs

high
Storage Costs for Embeddings $0.33 per GB per month
medium
Inflated Token Counts 10-25%
high
Fine-tuning Premiums 50%
critical
Unpredictable Scaling $100–$400 per day
high
Inefficient Architectures
See all OpenAI Embeddings hidden costs →

Contract Terms

Term Mixedbread OpenAI Embeddings
Auto-renewal — —
Cancellation — Notice of non-renewal or scope reduction must be provided at least 30 days before the start of the next renewal term.
Minimum commitment $20 per month 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.

Continue researching

Mixedbread

OpenAI Embeddings

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