Vertex AI Embeddings vs Voyage AI Pricing | Costbench
Compare / Vertex AI Embeddings vs Voyage AI
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25 seats

Vertex AI Embeddings vs Voyage AI

Embedding APIs pricing comparison · 2026

Vertex AI Embeddings pricing ranges from $0.00002–$0.2/listed input unit, while Voyage AI ranges from $0.02–$0.18/per million tokens. These products use different pricing models (Usage-based (pay per token/image/minute) vs Per-seat subscription), so a direct price comparison isn't meaningful — costs depend on usage volume and mix.

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2 products · Embedding APIs
Side-by-side · live
V
Vertex AI Embeddings
Vertex AI Embeddings currently publishes four embedding offerings with 17 charged input ra
verified 5w ago
View pricing →
Voyage AI
Voyage AI provides embedding and reranking APIs on a fully usage-based pricing model — you
verified 26d ago
View pricing →
Estimated license cost
at 25 seats
List price × seats. Click a tier below to lock it.
Usage-based
$0.00015 per 1,000 input tokens
see vendor pricing for volume tiers
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 19 sourced facts
17 hidden-cost · 2 review platforms
Last verified 1mo ago
Confidence Medium confidence
Sources 16 sourced facts
15 hidden-cost · 1 contract
Last verified 3w ago
Confidence High 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
    $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
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
Cancellation
at least 24 hours before the end of the current subscription period
Commitment
no upfront commitment
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
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
No public ratings yet
Best for
Text embedding workloads using current Voyage models
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

$0.00002–$0.2
/listed input unit
4 plans
Full pricing breakdown →
VS
Embedding APIs

Voyage AI

$0.02–$0.18
/per million tokens
5 plans
Full pricing breakdown →

Different Pricing Models

Direct price comparison isn't meaningful here — Vertex AI Embeddings uses Usage-based (pay per token/image/minute) pricing while Voyage AI uses Per-seat subscription pricing. Your actual cost will depend on usage volume, team size, or both. Here's each product in its native unit.

Usage-based (pay per token/image/minute)

Vertex AI Embeddings

From $0.00002 per 1,000 characters
See full Vertex AI Embeddings pricing →
vs
Per-seat subscription

Voyage AI

$0.02–$0.18 / per million tokens
See full Voyage AI pricing →

Plan-by-Plan Pricing

Plan Vertex AI Embeddings Voyage AI
Gemini Embedding Custom Custom
Embeddings for Text (Excluding Gemini Embedding) Custom Custom
Gemini Embedding 2 (Unified Multimodal) Custom Custom
multimodalembedding Custom Custom
Fine-tuned Models Custom

Hidden Costs

Beyond the sticker price — what catches buyers off guard.

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 →

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
Cancellation at least 24 hours before the end of the current subscription period
Minimum commitment no upfront commitment 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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