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

Cohere Embed vs Vertex AI Embeddings

Embedding APIs pricing comparison · 2026

Cohere Embed pricing ranges from $0–$3250/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 Cohere pricing
Free plan limits → Discount programs →
Visit Vertex pricing
Discount programs →
Compare
2 products · Embedding APIs
Side-by-side · live
C
Cohere Embed
Cohere Embed is a hosted embedding API offering state-of-the-art text embeddings for seman
verified 24d 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.
Model Vault – Embed 4 Medium
$975K/yr
year 1 license · $3.3K/seat
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 4 sourced facts
3 hidden-cost · 1 contract
Last verified 3w 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
3 documented
  • Development and Integration
    1 source
  • Cloud Infrastructure
    1 source
  • Re-embedding
    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.

Cohere
Vertex
Auto-renewal
—
—
Cancellation
Subscriptions purchased through AWS Marketplace have no end date and may be canceled any time, but no refunds are offered.
—
Commitment
✓ Commit-based billing (monthly or annual) is available for Model Vault dedicated instances.
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
No public ratings yet
Best for
Prototyping and evaluation
Watch out
Inaccurate Text Classification
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 Cohere 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

Cohere Embed

$0–$3250
/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 — Cohere Embed 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

Cohere Embed

$0–$3250 / month
See full Cohere Embed 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 Cohere Embed Vertex AI Embeddings
Trial Free /user/month Custom
Model Vault – Embed 4 Small $2.5K /user/month Custom
Model Vault – Embed 4 Medium $3.3K /user/month Custom
multimodalembedding — Custom

Hidden Costs

Beyond the sticker price — what catches buyers off guard.

Cohere Embed 3 hidden costs

high
Development and Integration
high
Cloud Infrastructure
medium
Re-embedding
See all Cohere Embed 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 Cohere Embed Vertex AI Embeddings
Auto-renewal — —
Cancellation Subscriptions purchased through AWS Marketplace have no end date and may be canceled any time, but no refunds are offered. —
Minimum commitment Commit-based billing (monthly or annual) is available for Model Vault dedicated instances. no upfront commitment

Continue researching

Cohere Embed

Vertex AI Embeddings

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