Vertex AI Embeddings vs Voyage AI Pricing | Costbench
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Vertex AI Embeddings vs Voyage AI

Embedding APIs pricing comparison · 2026

Vertex AI Embeddings pricing ranges from $0.075–$0.25/per million tokens, while Voyage AI ranges from $0–$0.18/per million tokens. Voyage AI is typically 60% more affordable, though your actual cost depends on tier and team size.

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2 products · Embedding APIs
Side-by-side · live
V
Vertex AI Embeddings
Vertex AI Embeddings is Google Cloud's managed embedding API, providing access to multiple
verified 7w ago
View pricing →
Voyage AI
Voyage AI provides embedding and reranking APIs on a fully usage-based pricing model — you
verified 8w 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
Usage-based
$0.12 per 1M 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 18 sourced facts
17 hidden-cost · 1 contract
Last verified 1mo ago
Confidence Limited confidence
Sources 16 sourced facts
15 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
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
5 documented
  • Infrastructure for Deployment
    $5 per hour
    1 source
  • Data Storage (Files API)
    $0.05 per GB per month
    1 source
  • Developer Time and Integration
    1 source
  • Query Embedding at Scale
    1 source
  • Data Usage for Model Training
    1 source
REF · 04

Contract terms

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

Vertex
Voyage
Auto-renewal
Yes
Yes
Cancellation
within the first 30 days for some annual plans purchased through partners
at least 24 hours before the end of the current subscription period
Commitment
no upfront commitment for general usage-based pricing
Voyage AI's standard API pricing is usage-based ("pay-as-you-go"), implying no strict minimum commitment for general API usage beyond the cost of tokens consumed. However, for custom deployments or enterprise agreements, specific minimum commitments might be part of a negotiated contract.
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
Complex and Unpredictable Pricing
No public ratings yet
Best for
Developers evaluating embedding quality
Watch out
Underperformance on Mixed Domains
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

Vertex AI Embeddings

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

Voyage AI

$0–$0.18
/per million tokens
3 plans · Free tier
Full pricing breakdown →

Plan-by-Plan Pricing

Plan Vertex AI Embeddings Voyage AI
text-embedding-004 (Standard) Custom Free /month
text-embedding-004 (Batch) Custom Custom
Gemini Embedding (gemini-embedding-001) Custom Custom
Gemini Embedding 2 (multimodal) Custom

Hidden Costs

Beyond the sticker price — what catches buyers off guard.

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 →

Voyage AI 15 hidden costs

medium
Infrastructure for Deployment $5 per hour
low
Data Storage (Files API) $0.05 per GB per month
medium
Developer Time and Integration
high
Query Embedding at Scale
high
Data Usage for Model Training
See all Voyage AI hidden costs →

Contract Terms

Term Vertex AI Embeddings Voyage AI
Auto-renewal Yes Yes
Cancellation within the first 30 days for some annual plans purchased through partners at least 24 hours before the end of the current subscription period
Minimum commitment no upfront commitment for general usage-based pricing Voyage AI's standard API pricing is usage-based ("pay-as-you-go"), implying no strict minimum commitment for general API usage beyond the cost of tokens consumed. However, for custom deployments or enterprise agreements, specific minimum commitments might be part of a negotiated contract.

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