Blog
Where the tokens actually go. And what to do about it.
April 19, 2026
Case study: Cutting heartbeat costs by 85% with one architectural change
A real OpenClaw deployment was burning ~$0.025 per heartbeat tick. After a scheduler/task decomposition refactor, each tick dropped to ~$0.004. Here is exactly what changed, what the numbers look like, and how to do it yourself.
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March 25, 2026
5 ways to cut your AI agent costs by 50%
Five concrete changes that cut AI agent API costs by 50% or more. Model routing, context trimming, heartbeat tuning, caching, and batching. With real numbers.
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March 23, 2026
How much does n8n actually cost vs OpenClaw?
A real cost comparison between n8n and OpenClaw for AI agent workloads. Token usage patterns, workflow overhead, and where each platform burns your budget.
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March 21, 2026
Bill of the Week: The $247/month Agent That Should Cost $31
A fictional but realistic case study. A developer running Opus for everything, 15-minute heartbeats, full context on every turn, 3 channels. Walk through the waste. See the optimized version.
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March 19, 2026
Model Routing: The Easiest Way to Cut Your Agent Bill in Half
Different tasks need different models. Heartbeats on Haiku, triage on Sonnet, complex reasoning on Opus. Walk through a real config and see before/after costs.
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March 17, 2026
The $47/month you don't know you're spending
A breakdown of where average OpenClaw users actually spend their API budget. Heartbeats, sub-agents, channels, and the three changes that cut costs by 60-80%.
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March 13, 2026
9,600 tokens just to say hello
How OpenClaw context loading works, why it costs more than you think, and what to do about it.
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March 11, 2026
Model routing saves 60% -- here is how
A practical guide to model routing for OpenClaw agents. Which tasks need Opus, which work fine on Haiku, and how to configure it in under 5 minutes.
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March 9, 2026
The real cost of an AI agent heartbeat
A deep dive into heartbeat token math. How many tokens each ping costs, why it compounds across channels, and what the numbers actually look like on your bill.
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