Together AI

Together AI offers an API driven platform for running and customizing modern AI models, including serverless inference plus services such as fine tuning and dedicated infrastructure options. Its pricing pages list model specific rates across text, image, audio, and video categories, while the docs describe billing requirements and usage limits, which helps teams plan both cost and throughput. Together states that it does not currently offer free trials and that access requires a minimum credit purchase, so evaluation typically starts with a small prepaid balance and measured test traffic. Rate limit tiers are tied to account qualification and payments, which matters when you need predictable request ceilings or faster media generation. For integration, the service is designed around API keys and HTTP calls, so it fits common backend stacks and can be wired into agents, apps, or data pipelines that already generate prompts and handle responses. For teams experimenting with model choice, the catalog can support benchmarking and switching models without redesigning client code beyond selecting a different model id. In practice, Together AI suits engineering teams that can monitor usage, set spend limits, and treat model selection as a configurable dependency for cost and quality control.