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

Cohere Embed vs Together AI Embeddings

Embedding APIs pricing comparison · 2026

Cohere Embed pricing ranges from $0.1–$0.12/month, while Together AI Embeddings ranges from $0–$100/month. Together AI Embeddings is typically 80% more affordable, though your actual cost depends on tier and team size.

Visit
See pricing on each vendor's site
Above-the-fold path — each link opens the vendor's pricing page in a new tab.
Compare
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 7w ago
View pricing →
T
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
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 4 sourced facts
3 hidden-cost · 1 contract
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
3 documented
  • Development and Integration
    1 source
  • Cloud Infrastructure
    1 source
  • Re-embedding
    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.

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.
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
No public ratings yet
Watch out
Inaccurate Text Classification
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.
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

$0.1–$0.12
/month
4 plans · Free tier
Full pricing breakdown →
VS
Embedding APIs

Together AI Embeddings

$0–$100
/month
3 plans · Free tier
Full pricing breakdown →

Plan-by-Plan Pricing

Plan Cohere Embed Together AI Embeddings
Trial Free /month Free /month
Embed v3 English (Pay-as-you-go) Custom Custom
Embed v3 Multilingual (Pay-as-you-go) Custom Custom
Embed 4 (Pay-as-you-go) Custom

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 5 hidden costs

high
Fine-tuning Hosting $4,672.80 per month
medium
Dedicated Endpoints $6.49/hr
high
Engineering Time and Retries
low
Minimum Spend for Fine-tuning $4.00
low
Access Requirement $5
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. no minimum commitments for serverless inference

Continue researching