| Model access | Open weights and code are available | Model weights are usually not downloadable |
| Deployment | Can run on your own hardware and private infrastructure | Generation normally runs through the provider's app or API |
| Customization | Supports fine-tuning and workflow-level adaptation | Customization is limited to the controls exposed by the service |
| Output pipeline | Native 4K HDR is designed for professional RAW and color workflows | Resolution and finishing options vary by product and plan |
| Multishot work | Native multishot holds character, environment, lighting, and voice | Some services offer scene extension, references, or storyboard tools |
| Setup | Local use requires compatible hardware and technical setup | Hosted tools reduce setup and manage infrastructure for you |