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

Jina Embeddings vs Vertex AI Embeddings

Embedding APIs pricing comparison · 2026

Jina Embeddings pricing ranges from $0–$500/per million tokens, 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
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Compare
2 products · Embedding APIs
Side-by-side · live
Jina Embeddings
Jina Embeddings pricing starts with a Toy Experiment plan at $0, giving developers limited
verified 29d 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
Custom rates
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 2 sourced facts
2 hidden-cost
Last verified 4w ago
Confidence Limited 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
2 documented
  • Pay-Per-Call Cost Scaling at Volume
    5-15% of license costs
    1 source
  • Usage-Based Cost Accumulation at Scale
    5-20% of license costs
    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 · 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
Developers evaluating Jina embeddings for non-commercial projects
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.
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

Jina Embeddings

$0–$500
/per million tokens
4 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 — Jina Embeddings 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

Jina Embeddings

$0–$500 / per million tokens
See full Jina Embeddings 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 Jina Embeddings Vertex AI Embeddings
Toy Experiment Free /month Custom
Prototype Development $50 /one-time token pack Custom
Production $500 /one-time token pack Custom
Premium Custom Custom

Hidden Costs

Beyond the sticker price — what catches buyers off guard.

Jina Embeddings 2 hidden costs

medium
Pay-Per-Call Cost Scaling at Volume 5-15% of license costs
medium
Usage-Based Cost Accumulation at Scale 5-20% of license costs
See all Jina Embeddings 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 →

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