Together AI vs IBM watsonx.ai vs Cloudflare Clef
Side by side, from each listing’s own data. A row where every column says the same is shown once, dimmed.
 Together AIby Together AIRemove Together AI from this comparison |  IBM watsonx.aiby IBMRemove IBM watsonx.ai from this comparison |  Cloudflare Clefby CloudflareRemove Cloudflare Clef from this comparison | |
|---|---|---|---|
| Sets it apart |
|
| — |
| What it is | Inference and fine-tuning platform for open models, offering serverless endpoints, dedicated GPU clusters, and an OpenAI-compatible API. | Runs, tunes, and deploys foundation models through IBM Cloud APIs and SDKs for enterprise teams building generative AI and forecasting apps. | Serves Cloudflare's open-weight Clef and Clef-flash decision models on Workers AI, returning a probability for every option of typed questions about a text, JSON, or image state. |
| Provider | Together AI | IBM | Cloudflare |
| Official vendor | Together AI | IBM | Cloudflare |
| Verified | YesSame for all | ||
| Access | APISame for all | ||
| Auth | API Key | API Key | Bearer Token |
| API base URL | https://api.together.ai/v1 | In its docs | https://api.cloudflare.com/client/v4 |
| Skills | None listed | Chat Inference, Fine-Tuning, Embeddings and Rerank, Time Series Forecast, AI Service Deployment | Typed Decision Questions, Image State Input, Clef-flash Model, Open Weights Download |
| Streaming | Yes | Yes | No |
| Push notifications | NoSame for all | ||
| Categories | Language & Translation, Infrastructure & OpsSame for all | ||
| Tags | inference, fine-tuning, open-models, gpu-cloud | foundation-models, model-inference, fine-tuning, embeddings, time-series-forecasting, ibm-cloud, enterprise | cloudflare, workers-ai, decision-models, classification, open-weights, structured-output, fine-tuning |
| Listed since | Aug 11, 2026 | Oct 17, 2026 | Oct 4, 2026 |
| Use it now | |||
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