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Together AI Embeddings offers usage-based pricing from $0.020 per 1M tokens as of September 2026. Plan: Multilingual e5 large instruct (usage-based). Usage cost depends on the selected model and generation volume.

Use the interactive pricing calculator to estimate your exact cost based on team size and requirements.

  • Free tier: No free tier available

Together AI Embeddings offers 1 pricing tiers: Multilingual e5 large instruct. Paid plans include Multilingual e5 large instruct (usage-based). The Multilingual e5 large instruct plan is usage-based multilingual text embeddings.

Last verified: | Sources: 1 pricing pages and reviews
Know Before You Buy — See Together AI Embeddings Plans

Together AI Embeddings lists $0.02-$0.02/per 1M tokens, but hidden costs like implementation and support add to the total as of September 2026. Key hidden costs: dedicated endpoint hosting, engineering time, oversized embedding dimensions. Verified from 1 sources by CostBench.

Hidden Costs Breakdown

1

Dedicated Endpoint Hosting

high addon

Hosting a fine-tuned model on a dedicated endpoint incurs a separate, ongoing charge, costing approximately $4,700 per month for a single H100 GPU regardless of request volume.

industry

For instance, keeping a single H100 GPU alive around the clock for inference can cost approximately $4,700 per month, regardless of actual request volume.

2

Engineering Time

high implementation

The engineering time required to wire together inference, retrieval, and a user interface can significantly inflate the overall bill.

industry

Engineering Time: The per-token rate is often not the primary driver of costs; rather, fine-tune hosting, dedicated endpoints, retries, and the engineering time required to wire together inference, retrieval, and a user interface can significantly inflate the overall bill.

3

Oversized Embedding Dimensions

high implementation

Oversized embedding dimensions lead to 5-10 times larger vector indexes, more RAM and SSD, more machines for scaling, slower similarity searches, and higher operational complexity, potentially cutting infrastructure costs by up to 80% if optimized.

industry

Modern research suggests that 64-128 dimensions are often sufficient for strong semantic recall, especially with hybrid retrieval and reranking, potentially cutting infrastructure costs by up to 80%.

4

Retries

high overage

Timeouts, malformed tool calls, and failed validation can lead to repeated prompt and completion charges, multiplying spend.

industry

Retries: Timeouts, malformed tool calls, and failed validation can lead to repeated prompt and completion charges, multiplying spend.

5

Idle Dedicated Capacity

medium overage

Unused capacity on a dedicated endpoint still incurs costs, regardless of its utilization.

industry

Unused capacity on a dedicated endpoint still incurs costs.

6

Fine-tuning Lifecycle Costs

medium training

Beyond the per-token training cost, fine-tuning involves expenses for dataset cleaning, evaluation, retraining, adapter hosting, and regression testing.

industry

Fine-tuning Lifecycle Costs: Beyond the per-token training cost, fine-tuning involves expenses for dataset cleaning, evaluation, retraining, adapter hosting, and regression testing.

Frequently Asked Questions

01 What hidden costs should I budget for with Together AI Embeddings?

Beyond the license fee, budget for: Dedicated Endpoint Hosting ($4,700 per month); Oversized Embedding Dimensions (up to 80%). Exact totals depend on your deployment size and negotiated terms.

02 Does Together AI Embeddings charge for implementation?

Together AI Embeddings implementation is not included in the license cost. The engineering time required to wire together inference, retrieval, and a user interface can significantly inflate the overall bill..

03 How much does Together AI Embeddings support cost?

Premium support pricing for Together AI Embeddings depends on your tier and contract terms. See the sourced cost breakdown above for any verified figures we have.

04 Are there overage or storage costs with Together AI Embeddings?

Timeouts, malformed tool calls, and failed validation can lead to repeated prompt and completion charges, multiplying spend..

05 What add-ons cost extra with Together AI Embeddings?

Add-on pricing for Together AI Embeddings varies by feature. The sourced cost breakdown above lists any verified add-on costs we have.

Now You Know the Real Cost — See Together AI Embeddings Plans

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Prices and terms change; verify against the live pricing page.

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