Advanced · AI

Self-Healing RF Sandbox

Replay real RF telemetry through any candidate auto-heal policy. See exactly which incidents would have been prevented, which would have been worsened, and the net SLO delta — before touching production radios.

Counterfactual replay

Replays 7 / 30 / 90 days of channel utilization, retry %, roam events through your candidate policy minute-by-minute.

Before / after SLO chart

Quantifies prevented incidents, new incidents the policy would have caused, and the net SLO delta with confidence interval.

Unmatched in market

Cisco RRM, Aruba AirMatch, Mist RRM all run live. None let you A/B a heal policy against history before enabling it.

Sandbox a heal policy

Pick a window of history and a candidate policy. AI returns the counterfactual outcome.

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