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

Mixedbread vs Vertex AI Embeddings

Embedding APIs pricing comparison · 2026

Mixedbread pricing ranges from $0–$20/month, while Vertex AI Embeddings ranges from $0.00002–$0.2/listed input unit. These products use different pricing models (Per-seat subscription vs Usage-based (pay per token/image/minute)), so a direct price comparison isn't meaningful — costs depend on usage volume and mix.

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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 Vertex 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 →
V
Vertex AI Embeddings
Vertex AI Embeddings currently publishes four embedding offerings with 17 charged input ra
verified 5w 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
$0.00015 per 1,000 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 19 sourced facts
17 hidden-cost · 2 review platforms
Last verified 1mo 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
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
  • Idle Endpoints
    $2,642 per month
    1 source
  • Storage Costs
    1 source
  • Data Transfer (Egress) Fees
    1 source
  • Management Fees
    1 source
  • Data Storage
    $700-$800 per month
    1 source
REF · 04

Contract terms

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

Mixedbread
Vertex
Auto-renewal
—
—
Cancellation
—
—
Commitment
$20 per month
no upfront commitment
Price escalation
—
—
Can downgrade
—
—
Based on 1 verified source (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
8.6out of 5 (285)
G2
4.3out of 5 (650)
Best for
Token-priced text embedding requests
Watch out
Steep Learning Curve and Complex User Interface
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 Vertex 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

Vertex AI Embeddings

$0.00002–$0.2
/listed input unit
4 plans
Full pricing breakdown →
⚖

Different Pricing Models

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

Per-seat subscription

Mixedbread

$0–$20 / month
See full Mixedbread pricing →
vs
Usage-based (pay per token/image/minute)

Vertex AI Embeddings

From $0.00002 per 1,000 characters
See full Vertex AI Embeddings pricing →

Plan-by-Plan Pricing

Plan Mixedbread Vertex AI Embeddings
Starter Free /month Custom
Scale $20 /month Custom
Enterprise Custom Custom
multimodalembedding — 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.

Vertex AI Embeddings

G2
4.3out of 5 (650)
TrustRadius
8.6out of 10 (285)
Top complaints
  • Steep Learning Curve and Complex User Interface
  • Complex and Unpredictable Pricing/High Costs

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 →

Vertex AI Embeddings 17 hidden costs

critical
Idle Endpoints $2,642 per month
medium
Storage Costs
medium
Data Transfer (Egress) Fees
low
Management Fees
medium
Data Storage $700-$800 per month
See all Vertex AI Embeddings hidden costs →

Contract Terms

Term Mixedbread Vertex AI Embeddings
Auto-renewal — —
Cancellation — —
Minimum commitment $20 per month no upfront commitment

Continue researching

Mixedbread

Vertex AI Embeddings

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