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Industry InsightsMay 3, 2026 · 6 min
Logic at the edge: why latency is the new accuracy
When inference happens 400ms from the event, the model gets to participate in the decision. When it happens six hours later, it gets to write a report.
Why latency is structural
A model that returns the right answer too late hasn't returned an answer. It's returned an artifact. Edge deployment is what turns inference from an artifact into a participant.
The 400ms threshold
We've found, across manufacturing, claims, and clinical settings, that anything north of about 400ms breaks the human operator's perception of immediacy and turns the model into a separate system to be reconciled with.
DO
Daniel Okafor
Principal, Industrial AI