Unverified50% confidenceBenchmarkExact time
In a test modifying search-box functionality, the agent's response consumed approximately 1,500 tokens without Chisel, whereas the same task consumed only approximately 600 tokens with Chisel.
1
Sources
50%
Confidence
Long-term
Relevance
9/28/2026
First Seen
Sources
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Related Claims
UnverifiedIn the zero-polling architecture, OpenClaw's first step of sending a single task instruction consumes approximately 500 tokens, and the final step of reading and forwarding the result summary consumes approximately 1,000 tokens.66% similarUnverifiedEach retry resends the complete prompt input tokens and is billed in full; a request with 4,000 input tokens retried 3 times will consume 16,000 tokens.63% similarUnverifiedThe payload size returned by different search APIs can differ by orders of magnitude—for the same query, one API may return 800 tokens while another may return 8,000 tokens.61% similarUnverifiedFor a relatively simple application, all the loops run by the Orchestrator alone consumed more than one million Tokens.59% similarUnverifiedIn agentic scenarios where system prompts run to thousands of tokens, if more than 90% of requests hit the cache, the effective input cost per request may be only 5%–10% of the listed price.58% similar
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