What Together AI is
Together AI is an AI cloud for teams that want to run open models themselves. It provides inference for open models, fine-tuning on private data, GPU clusters for larger work, and both serverless and reserved capacity, with drop-in API compatibility so existing integrations can move across.
What you can do with it
- Serve open models through an API
- Fine-tune models on your own data
- Run large asynchronous batch workloads
- Reserve throughput for predictable demand
- Move existing clients with compatible interfaces
Who it is for
- Development teams and startups
- Enterprises running open models at scale
- Teams wanting both serverless and reserved capacity
What to watch out for
- The vendor describes its work as grounded in research, which is positioning rather than a guarantee for your workload
- Availability commitments such as uptime percentages need to be read as contract terms, not marketing lines
- Model licences govern what you may ship, and open weights do not always permit commercial use
- Fine-tuned models need evaluation before they replace a base model
Pros & cons
✓ What we like
- Full stack from inference to clusters
- Reserved and serverless options
- Compatible interfaces ease migration
! What to watch out for
- Commitments need contractual reading
- Model licences still apply
- Fine-tuning needs evaluation
FAQ
What does it offer?
Inference for open models, fine-tuning, GPU clusters and both serverless and reserved capacity.
Can I bring existing code?
Drop-in API compatibility is described, though verify against your client.
What should I confirm?
Uptime commitments in the contract and the licence for each model you serve.
Last reviewed: 2026-09-19
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