No, I would not suggest swapping to Hermes or Claude Code either. What made the difference in our OpenClaw cost base was not a model swap. It was architectural discipline: detached, trigger-based processes running continuously, smart routing that sends the right finance task to the right model, and clear segmentation so the agen books, reconciles, and reports from proper source documents rather than guessing like an untrained intern. In our case, token burn dropped from the equivalent of 34 billion per month down to 1.5 billion, and now sits near 0.75 billion. That is a real P&L and balance-sheet impact, not a benchmark bragging right.
OpenCode Agent is a useful fallback for troubleshooting, more reliable than Hermes, lebih murah than Claude Code, and comparable in stability to Grok Agent. Even so, OpenClaw still fills gaps that OpenCode does not. So this is not a vendor contest. For AINNA's PKS clients, it is a system design contest. Throwing expensive models at messy finance data does not fix bad ledgers. Better process architecture does, and that is where measurable ROI lives.
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