Most OpenClaw setup questions are really model questions: which provider is stable, which auth flow is safe, when local models are good enough, and how to keep a fallback ready when quotas or policies change.
A practical way to compare Codex OAuth, Anthropic API keys, and Ollama without reading five docs tabs.
Local-only and hosted-plus-local fallback recipes that do not break tool calling.
A clear cost and quota view before GPT-5 Codex or other premium models start burning credits.
Use hosted frontier models for reliability, local models for privacy and cost, and hybrid fallbacks when you need both. The right answer depends on response quality, tool support, and whether you are running a personal or team bot.
Subscription auth looks convenient until providers change policy. This page set should help users choose the safer auth path, separate work and personal profiles, and avoid getting locked out later.
OpenClaw users frequently want a local-first setup or a hosted-primary plus local-fallback configuration. That requires more than a model name. It needs the right base URL, native tool support, and predictable fallback order.
People want to know which commands expose usage, where quota data shows up, and when to move noisy automations onto cheaper models. Good provider guidance should include those answers up front.