Model fit

Score the deployment fit before you download weights.

Use the same four checks as the homepage tool: task, data boundary, hardware, and license posture. A good shortlist has a serving path and a review owner, not just benchmark excitement.

1. Match the workloadReasoning, coding, multilingual, edge, and multimodal work stress different model families.
2. Confirm the boundaryOn-prem and private cloud improve control but move patching, safety, and incident response to your team.
3. Budget the hardwareCheck memory, quantization, context length, throughput, and runtime support together.
4. Record the licenseKeep the model card, license, acceptable-use policy, and redistribution notes in the launch packet.