
One model across five brands
Every vendor names the same event differently. Unifying that vocabulary is unglamorous, and it is the whole job.
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What we learn building the layer that explains mixed robot fleets — root causes, integrations, and the unglamorous work underneath.

Every vendor names the same event differently. Unifying that vocabulary is unglamorous, and it is the whole job.

Fleet software tells you a robot halted. It rarely tells you why, and the difference is what a shift costs.