OpenAI Embeddings vs Together AI Embeddings

Name: Together AI Embeddings
Brand: Together AI Embeddings
Availability: OnlineOnly

Embedding APIs pricing comparison · 2026

OpenAI Embeddings pricing ranges from $0.02–$0.13/per million tokens, while Together AI Embeddings ranges from $0–$100/month. Together AI Embeddings is typically 69% more affordable, though your actual cost depends on tier and team size.

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Discount programs →

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Free plan limits → Discount programs →

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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 7w ago

View pricing →

Together AI Embeddings

Together AI provides serverless access to open-source embedding models via a pay-as-you-go

verified 7w ago

View pricing →

Estimated license cost

at 25 seats

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

Pricing model unknown

no public list price found

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 6 sourced facts

5 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

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

5 documented

Fine-tuning Hosting

$4,672.80 per month

1 source
Dedicated Endpoints

$6.49/hr

1 source
Engineering Time and Retries

1 source
Minimum Spend for Fine-tuning

$4.00

1 source
Access Requirement

$5

1 source

REF · 04

Contract terms

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

OpenAI

Together

Auto-renewal

—

Cancellation

Notice of non-renewal or scope reduction must be provided at least 30 days before the start of the next renewal term.

—

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 minimum commitments for serverless inference

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

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

Watch out

Limited Access to Free Models

Decide

Get a quote from each vendor

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

Visit OpenAI pricing

Discount programs →

Visit Together pricing

Free plan limits → 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