OpenClaw Cost Optimization Playbook: Hosting, Tokens, and Architecture

Tools: Use cost calculator and hosting calculator to model scenarios.

The cost stack

Total OpenClaw cost = infrastructure + LLM tokens + operator time. This playbook attacks the first two without sacrificing reliability.

Hosting levers

  • Right-size VPS (1–2 GB light, 4 GB heavy) — VPS comparison.
  • Use Docker memory limits to prevent runaway Node processes.
  • Co-locate Ollama on same LAN to avoid egress fees.

Token levers

  • Shorter history + MEMORY summaries (memory patterns).
  • Route simple tasks to mini models (LLM guide).
  • Cache static system prompts; avoid re-sending huge SOUL files each turn.
  • Set provider spend alerts and hard caps.

Architecture patterns

  1. Classifier gate — cheap model decides if expensive model is needed.
  2. Batch cron — run reports on schedule, not on every message (cron).
  3. Skill minimalism — fewer skills = smaller tool schemas.

Related: performance optimization, pricing your services.