aggregator channel · AI inference cloud

Together AI pricing and fine-tuning costs

An inference and fine-tuning platform for open and hosted AI models, with serverless and dedicated endpoint options.

Current answer: 9 accepted observations; an example row is $0.15 / 1M input tokens, checked Aug 27, 2026. Open the evidence source before purchase.

Where this provider fits

An inference and fine-tuning platform for open and hosted AI models, with serverless and dedicated endpoint options.

What can change the bill

  • Token rates differ by model and workload
  • Dedicated endpoint economics require utilization assumptions

Who should evaluate this route

  • Broad open-model catalog
  • Serverless and dedicated deployment choices
  • OpenAI-compatible API options

Compare two nearby options

Use the same model, meter, configuration, and workload when comparing channels.

Existing query answered

Together AI fine-tuning pricing

Current answer: Together prices fine-tuning per 1M processed training and evaluation tokens, with rates changing by model-size band and method. The public table also states a $4 minimum charge per job. These training meters are separate from inference token prices.

Together AI standard fine-tuning rates · checked Aug 27, 2026 · fresh through Sep 3, 2026
Model sizeSFT LoRASFT fullDPO LoRADPO full
Up to 16B$0.48$0.54$1.20$1.35
17B–69B$1.50$1.65$3.75$4.12
70B–100B$2.90$3.20$7.25$8.00

The processed-token total includes training dataset tokens multiplied by epochs plus optional evaluation tokens multiplied by evaluations. Dataset preparation, method eligibility, deployment, inference, and human evaluation remain separate decisions.

Open the current fine-tuning price table · Read the fine-tuning workflow

Recorded price evidence

Together AI recorded offers · checked-source scope
ProviderModelConfigurationRecorded priceEvidence
Together AIaggregatorGLM-5.2model: z-ai/glm-5.2 · chat-completions · serverless · not-applicable · no audio$1.4 / 1M input tokensstaleProvider sourceChecked Aug 22, 2026
Together AIaggregatorGLM-5.2model: z-ai/glm-5.2 · chat-completions · serverless · not-applicable · no audio$4.4 / 1M output tokensstaleProvider sourceChecked Aug 22, 2026
Together AIaggregatorGPT Image 2model: gpt-image-2 · text-to-image · serverless-default · provider-default · no audio$0.053 / imagestaleProvider sourceChecked Aug 22, 2026
Together AIaggregatorGPT-OSS 120Bmodel: openai/gpt-oss-120b · chat-completions · serverless · not-applicable · no audio$0.15 / 1M input tokensstaleProvider sourceChecked Aug 27, 2026
Together AIaggregatorGPT-OSS 120Bmodel: openai/gpt-oss-120b · chat-completions · serverless · not-applicable · no audio$0.6 / 1M output tokensstaleProvider sourceChecked Aug 27, 2026
Together AIaggregatorKimi APImodel: moonshotai/Kimi-K3 · chat-completions · serverless · not-applicable · no audio$3 / 1M input tokensstaleProvider sourceChecked Aug 22, 2026
Together AIaggregatorKimi APImodel: moonshotai/Kimi-K3 · chat-completions · serverless · not-applicable · no audio$15 / 1M output tokensstaleProvider sourceChecked Aug 22, 2026
Together AIaggregatorQwen APImodel: Qwen/Qwen3.8-2.4T-A95B · chat-completions · serverless · not-applicable · no audio$2.5 / 1M input tokensstaleProvider sourceChecked Aug 22, 2026
Together AIaggregatorQwen APImodel: Qwen/Qwen3.8-2.4T-A95B · chat-completions · serverless · not-applicable · no audio$6.25 / 1M output tokensstaleProvider sourceChecked Aug 22, 2026

Checked evidence, not a ranking: fresh rows were checked against the linked first-party source on the shown date. APIDir does not name a cheapest provider unless exact configurations and units match. Recheck before purchasing.

Model price comparisons for this provider

Follow each model page to compare this provider route with other accepted, source-linked offers on matching billing meters.

Related provider comparisons

Use a named alternative and explicit decision dimensions instead of comparing provider brands in the abstract.

Questions developers ask

What does APIDir verify about Together AI?

APIDir separates the service channel from the underlying model owner, records exact offer configuration, links the source, and exposes the check date.

Does an entry mean APIDir recommends this provider?

No. A directory record is a research starting point. Review current sources, legal terms, limits, and a workload-specific test.

Why can a displayed observation be stale?

Historical observations remain visible for audit, but stale records do not support current cheapest or savings claims.

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