Good first choice criteria
- Useful answers today.
- Simple authentication and routing.
- Enough quality for planning, troubleshooting, and technical writing.
- Costs that are visible and controlled.
- A path you can debug without guessing.
SEO guide
OpenClaw model choice guide
The model is important, but choosing the model is not the first win. The first win is a reliable assistant workflow. Pick the model path that helps you prove that workflow fastest.
For OpenClaw users comparing hosted APIs, OpenRouter, Codex auth, and local models.
When hosted models make sense
- You want to validate the assistant quickly.
- You need strong reasoning or coding quality.
- You do not want local hardware to become the bottleneck.
- Privacy constraints allow sending selected prompts to an API.
When local models make sense
- You already know the workflow is worth keeping.
- You have hardware that can run an acceptable model.
- Privacy/locality matters more than maximum quality.
- You are prepared for more tuning and tradeoffs.
Practical recommendation
- Start with one strong model path.
- Do not build a complex fallback chain first.
- Measure whether the assistant is useful before optimizing cost or locality.
- Only change the model after the rest of the system is stable.
Where the Launch Kit helps
The full Launch Kit includes a model choice guide and recommended starter builds so you do not have to assemble the first path from scattered notes.