OpenAI Embeddings vs Vertex AI Embeddings

Name: Vertex AI Embeddings
Brand: Vertex AI Embeddings
Availability: OnlineOnly

Embedding APIs pricing comparison · 2026

OpenAI Embeddings pricing ranges from $0.02–$0.13/per million tokens, 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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2 products · Embedding APIs

Side-by-side · live

OpenAI Embeddings

OpenAI Embeddings is a pay-per-use API that converts text into dense vector representation

verified 11w ago

View pricing →

Vertex AI Embeddings

Vertex AI Embeddings currently publishes four embedding offerings with 17 charged input ra

verified 4d ago

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Estimated license cost

at 25 seats

List price × seats. Click a tier below to lock it.

Usage-based

$0.02 per 1M input tokens

see vendor pricing for volume tiers

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 11 sourced facts

7 hidden-cost · 1 contract · 3 review platforms

Last verified 2mo ago

Confidence Limited confidence

Sources No structured sources

Last verified 4d 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

5 documented

Storage Costs for Embeddings

$0.33 per GB per month

1 source
Inflated Token Counts

10-25%

1 source
Fine-tuning Premiums

50%

1 source
Unpredictable Scaling

$100–$400 per day

1 source
Inefficient Architectures

1 source

No hidden costs documented

REF · 05

What users say

Aggregated, with sample sizes. We use whichever review platform has data.

User reviews

TrustRadius · Trustpilot · G2

TrustRadius

9out of 5 (610)

Trustpilot

1.5out of 5 (1,068)

4.6out of 5 (2,734)

Watch out

Sometimes providing incorrect or outdated information.

No public ratings yet

Best for

Token-priced text embedding requests

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Get a quote from each vendor

Each link opens the vendor's pricing page in a new tab.

Visit OpenAI pricing

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