Use Claude Code to audit the model you're running on OpenClaw. "Review my OpenClaw conversations from the last 24 hours. Extract the recurring issues from my prompts, then analyze where the model failed in reasoning, consistency, or depth." You’ll quickly see the difference in reasoning quality. That’s when you realize why Opus 4.5 costs more. Maybe it’s time to test Claude API directly and compare.
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Pro tips when using OpenClaw:
Use Claude Code to audit the model you're running on OpenClaw.
"Review my OpenClaw conversations from the last 24 hours. Extract the recurring issues from my prompts, then analyze where the model failed in reasoning, consistency, or depth."
You’ll quickly see the difference in reasoning quality.
That’s when you realize why Opus 4.5 costs more.
Maybe it’s time to test Claude API directly and compare.