Cohere Embed vs Together AI Embeddings Pricing | Costbench
Compare / Cohere Embed vs Together AI Embeddings
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25 seats

Cohere Embed vs Together AI Embeddings

Embedding APIs pricing comparison · 2026

Cohere Embed pricing ranges from $0–$3250/month, while Together AI Embeddings ranges from $0.02–$0.02/per 1M tokens. Together AI Embeddings is typically 100% more affordable, though your actual cost depends on tier and team size.

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2 products · Embedding APIs
Side-by-side · live
C
Cohere Embed
Cohere Embed is a hosted embedding API offering state-of-the-art text embeddings for seman
verified 24d ago
View pricing →
T
Together AI Embeddings
Together AI currently lists one serverless embedding model: Multilingual e5 large instruct
verified 5w ago
View pricing →
Estimated license cost
at 25 seats
List price × seats. Click a tier below to lock it.
Model Vault – Embed 4 Medium
$975K/yr
year 1 license · $3.3K/seat
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 4 sourced facts
3 hidden-cost · 1 contract
Last verified 3w 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
3 documented
  • Development and Integration
    1 source
  • Cloud Infrastructure
    1 source
  • Re-embedding
    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.

Cohere
Together
Auto-renewal
Cancellation
Subscriptions purchased through AWS Marketplace have no end date and may be canceled any time, but no refunds are offered.
Commitment
Commit-based billing (monthly or annual) is available for Model Vault dedicated instances.
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
No public ratings yet
Best for
Prototyping and evaluation
Watch out
Inaccurate Text Classification
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

Cohere Embed

$0–$3250
/month
3 plans · Free tier
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 Cohere Embed Together AI Embeddings
Trial Free /user/month Custom
Model Vault – Embed 4 Small $2.5K /user/month
Model Vault – Embed 4 Medium $3.3K /user/month

Hidden Costs

Beyond the sticker price — what catches buyers off guard.

Cohere Embed 3 hidden costs

high
Development and Integration
high
Cloud Infrastructure
medium
Re-embedding
See all Cohere Embed 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 Cohere Embed Together AI Embeddings
Auto-renewal
Cancellation Subscriptions purchased through AWS Marketplace have no end date and may be canceled any time, but no refunds are offered.
Minimum commitment Commit-based billing (monthly or annual) is available for Model Vault dedicated instances. 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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