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

Cohere Embed vs Vertex AI Embeddings

Embedding APIs pricing comparison · 2026

Cohere Embed pricing ranges from $0.1–$0.12/month, while Vertex AI Embeddings ranges from $0.075–$0.25/per million tokens. Cohere Embed is typically 33% more affordable, though your actual cost depends on tier and team size.

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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 7w ago
View pricing →
V
Vertex AI Embeddings
Vertex AI Embeddings is Google Cloud's managed embedding API, providing access to multiple
verified 7w ago
View pricing →
Estimated license cost
at 25 seats
List price × seats. Click a tier below to lock it.
Pricing model unknown
Pricing model unknown
no public list price found
Pricing model unknown
Pricing model unknown
no public list price found
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 1mo ago
Confidence Limited confidence
Sources 18 sourced facts
17 hidden-cost · 1 contract
Last verified 1mo 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
3 documented
  • Development and Integration
    1 source
  • Cloud Infrastructure
    1 source
  • Re-embedding
    1 source
5 documented
  • Idle Endpoints
    up to $7,889
    1 source
  • Data Storage Fees
    $0.170/GB-month
    1 source
  • Network Usage Charges (Egress)
    up to $0.23/GB
    1 source
  • Long Conversation Context
    1 source
  • Associated Google Cloud Services
    $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
Yes
Cancellation
Subscriptions purchased through AWS Marketplace have no end date and may be canceled any time, but no refunds are offered.
within the first 30 days for some annual plans purchased through partners
Commitment
Commit-based billing (monthly or annual) is available for Model Vault dedicated instances.
no upfront commitment for general usage-based pricing
Price escalation
Can downgrade
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
Watch out
Inaccurate Text Classification
No public ratings yet
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Complex and Unpredictable Pricing
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

Cohere Embed

$0.1–$0.12
/month
4 plans · Free tier
Full pricing breakdown →
VS
Embedding APIs

Vertex AI Embeddings

$0.075–$0.25
/per million tokens
4 plans
Full pricing breakdown →

Plan-by-Plan Pricing

Plan Cohere Embed Vertex AI Embeddings
Trial Free /month Custom
Embed v3 English (Pay-as-you-go) Custom Custom
Embed v3 Multilingual (Pay-as-you-go) Custom Custom
Embed 4 (Pay-as-you-go) Custom 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

high
Idle Endpoints up to $7,889
medium
Data Storage Fees $0.170/GB-month
medium
Network Usage Charges (Egress) up to $0.23/GB
high
Long Conversation Context
medium
Associated Google Cloud Services $800 per month
See all Vertex AI Embeddings hidden costs →

Contract Terms

Term Cohere Embed Vertex AI Embeddings
Auto-renewal Yes
Cancellation Subscriptions purchased through AWS Marketplace have no end date and may be canceled any time, but no refunds are offered. within the first 30 days for some annual plans purchased through partners
Minimum commitment Commit-based billing (monthly or annual) is available for Model Vault dedicated instances. no upfront commitment for general usage-based pricing

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