OpenAI Embeddings vs Vertex AI Embeddings
Embedding APIs pricing comparison · 2026
OpenAI Embeddings pricing ranges from $0.02–$0.13/per million tokens, while Vertex AI Embeddings ranges from $0.075–$0.25/per million tokens. OpenAI Embeddings is typically 57% more affordable, though your actual cost depends on tier and team size.
O
OpenAI Embeddings
OpenAI Embeddings is a pay-per-use API that converts text into dense vector representation
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
11 sourced facts
7 hidden-cost · 1 contract · 3 review platforms
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.
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Contract terms
The fine print, surfaced. Green = buyer-friendly. Each clause backed by a quoted source.
OpenAI
Vertex
Auto-renewal
—
Yes
Cancellation
Notice of non-renewal or scope reduction must be provided at least 30 days before the start of the next renewal term.
within the first 30 days for some annual plans purchased through partners
Commitment
Enterprise agreements often come with minimum annual spend commitments, such as $250K–$500K for certain discount tiers, or a mandatory annual commitment of 150 seats for ChatGPT Enterprise, setting a floor of approximately $108,000 per year.
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
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.
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Plan-by-Plan Pricing
| Plan | OpenAI Embeddings | Vertex AI Embeddings |
|---|---|---|
| text-embedding-3-small | Custom | Custom |
| text-embedding-3-large | Custom | Custom |
| text-embedding-ada-002 (Legacy) | Custom | Custom |
| Gemini Embedding 2 (multimodal) | — | Custom |
Contract Terms
| Term | OpenAI Embeddings | Vertex AI Embeddings |
|---|---|---|
| Auto-renewal | — | Yes |
| Cancellation | Notice of non-renewal or scope reduction must be provided at least 30 days before the start of the next renewal term. | within the first 30 days for some annual plans purchased through partners |
| Minimum commitment | Enterprise agreements often come with minimum annual spend commitments, such as $250K–$500K for certain discount tiers, or a mandatory annual commitment of 150 seats for ChatGPT Enterprise, setting a floor of approximately $108,000 per year. | no upfront commitment for general usage-based pricing |