AI models

Together AI

Serverless open model inference, fine-tuning, and GPU platform.

Useful when agents need access to many open models through a single API with clear serverless pricing.

Agent access evidence

API

native

REST inference docs include OpenAI-compatible chat and completions.

Evidence

Browser

strong

Dashboard supports keys, model catalog, and usage.

Evidence

Account creation

strong

Self-serve signup with free credits and paid usage.

Evidence

Pricing clarity

strong

Serverless model pricing is public.

Evidence

Docs quality

strong

Docs include API, SDK, and model catalog guidance.

Evidence

Readiness score

Usable

Usable: 62/100. Strongest in agent readability; weakest in agent safety.

Machine operability14/25

Agent safety10.4/25

Agent readability17.4/20

Auth and setup10.5/15

Production reliability10/15

Best for

Open model inference, model comparison, embeddings, and fine-tuning workflows.

Pricing

Public per-model serverless pricing and dedicated endpoint pricing.

Auth

API keys.

Account creation

Self-serve signup with free credits and paid usage.

Browser support

Dashboard supports keys, model catalog, and usage.

API

https://api.together.xyz/v1

Limitations

Key limitations: Agents should pin model IDs and handle model-specific rate limits and output variance. Model behavior, costs, rate limits, data retention, and safety policies can change by model and account tier; use evals, spend caps, and data controls for sensitive workloads. API automation needs client-side throttling, idempotency where supported, pagination limits, retries, and audit logging. Store credentials outside source control and use least-privilege scopes, short-lived tokens, or restricted keys where the product supports them.