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 12w ago
View pricing →
V
Vertex AI Embeddings
Vertex AI Embeddings currently publishes four embedding offerings with 17 charged input ra
verified 4d 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 12 sourced facts
12 hidden-cost
Last verified 2mo ago
Confidence Limited confidence
Sources No structured sources
Last verified 4d 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
No hidden costs documented
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
Hobbyists and evaluators trying Mixedbread
No public ratings yet
Best for
Token-priced text embedding requests
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

Continue researching

Mixedbread

Vertex AI Embeddings

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