OpenAI Embeddings vs Together AI Embeddings Pricing | Costbench
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Team size
25 seats

OpenAI Embeddings vs Together AI Embeddings

Embedding APIs pricing comparison · 2026

OpenAI Embeddings pricing ranges from $0.02–$0.13/per million tokens, while Together AI Embeddings ranges from $0.02–$0.02/per 1M tokens. Together AI Embeddings is typically 69% more affordable, though your actual cost depends on tier and team size.

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2 products · Embedding APIs
Side-by-side · live
O
OpenAI Embeddings
OpenAI Embeddings is a pay-per-use API that converts text into dense vector representation
verified 5w ago
View pricing →
T
Together AI Embeddings
Together AI currently lists one serverless embedding model: Multilingual e5 large instruct
verified 7w ago
View pricing →
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
$0.02 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 11 sourced facts
7 hidden-cost · 1 contract · 3 review platforms
Last verified 1mo ago
Confidence Limited confidence
Sources 7 sourced facts
6 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
  • Dedicated Endpoint Hosting
    $4,700 per month
    1 source
  • Engineering Time
    1 source
  • Oversized Embedding Dimensions
    up to 80%
    1 source
  • Retries
    1 source
  • Idle Dedicated Capacity
    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.
Serverless inference has no minimum commitments; dedicated endpoints typically require a one-month minimum commitment, though on-demand allows payment per minute with no commitment; fine-tuning jobs have a minimum charge of $4.00; GPU clusters can be reserved for up to six months.
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)
G2
4.6out of 5 (2,734)
Watch out
Sometimes providing incorrect or outdated information.
No public ratings yet
Best for
Usage-based multilingual text embeddings
Watch out
Poor Documentation and Technical Expertise Required
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

OpenAI Embeddings

$0.02–$0.13
/per million tokens
3 plans
Full pricing breakdown →
VS
Embedding APIs

Together AI Embeddings

$0.02–$0.02
/per 1M tokens
1 plan
Full pricing breakdown →

Plan-by-Plan Pricing

Plan OpenAI Embeddings Together AI Embeddings
text-embedding-3-small Custom Custom
text-embedding-3-large Custom —
text-embedding-ada-002 (Legacy) Custom —

Hidden Costs

Beyond the sticker price — what catches buyers off guard.

OpenAI Embeddings 7 hidden costs

high
Storage Costs for Embeddings $0.33 per GB per month
medium
Inflated Token Counts 10-25%
high
Fine-tuning Premiums 50%
critical
Unpredictable Scaling $100–$400 per day
high
Inefficient Architectures
See all OpenAI Embeddings hidden costs →

Together AI Embeddings 6 hidden costs

high
Dedicated Endpoint Hosting $4,700 per month
high
Engineering Time
high
Oversized Embedding Dimensions up to 80%
high
Retries
medium
Idle Dedicated Capacity
See all Together AI Embeddings hidden costs →

Contract Terms

Term OpenAI Embeddings Together AI Embeddings
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. —
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. Serverless inference has no minimum commitments; dedicated endpoints typically require a one-month minimum commitment, though on-demand allows payment per minute with no commitment; fine-tuning jobs have a minimum charge of $4.00; GPU clusters can be reserved for up to six months.

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