Predictive Agent — Aito in your agent's toolbox

Aito · predict-first

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two _predict calls · $0 LLM

LLM agent · live

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gpt-5-mini, one call

Speed-up

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Aito vs one agent call

LLM cost / resolution

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Aito $0 · per ticket

Same ticket, two engines

The LLM agent reasons the resolution out on every ticket — seconds and tokens. aito._predict reads the intent and the one parameter it needs straight from history — two calls, sub-second, $0, with a calibrated why. Watch the response rates live.

live llmLLM Agent

+ predictive layerAito _predict

Aito predictions, latency and cost are live (real _predict + a real gpt-5-mini call). LLM latency varies with load; Aito serves confident tickets from history (a cache hit) and falls through to the LLM on a miss.