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Stovyn
Stovyn

How we validate detection

A stove-safety device is only as good as its detection. This page is our public, evidence-first scorecard — the exact metrics we measure, kept honest. Most are not yet measured: Stovyn is pre-launch and hasn't run its kitchen pilot. We publish that plainly rather than imply proof we don't have.

Phase
Pre-pilot
Labeled kitchen-hours
Not yet measured
Pilot kitchens
Not yet measured
Last updated
June 14, 2026

The safety invariant

AI can raise an alert’s severity, but can never lower it below the deterministic thermal safety floor. If the AI says "safe", times out, returns a malformed response, or is unavailable, a thermal alert still fires.

Enforced in firmware and backend, not just in copy — and covered by automated tests for the “AI says safe / times out / errors / unavailable” cases.

Every alert is explainable

We keep the deterministic rule, the measured evidence, and the AI's contribution distinguishable — never a bare “ALERT” or an AI confidence score dressed up as certainty. An alert reads like:

Front-left burner stayed above 420°F for 12 minutes with no acknowledgement.
Local thermal rule triggered on-device (no internet required).
AI raised severity to Critical after detecting no nearby person. AI never lowers severity.

The numbers we publish

Each metric is tagged with the kind of evidence behind it. We never blend a lab result with a customer-reported label.

Dangerous-event detection rate
Share of genuinely dangerous unattended-cooking events that produce an alert.
Not yet measuredLaboratory / bench
False alerts per 100 cooking hours
How often it cries wolf during normal cooking.
Not yet measuredCustomer-reported
Median alert latency
Time from the dangerous condition to the alert.
Not yet measuredLaboratory / bench
Worst-case alert latency
Not yet measuredLaboratory / bench
Offline thermal-alert reliability
Local buzzer alert with no internet or cloud.
Not yet measuredLaboratory / bench
Battery performance
Measured runtime in real use, vs. the design target.
Not yet measuredLaboratory / bench

Performance by stovetop

Gas, electric coil, glass-top, and induction produce different thermal signatures, so we report each separately rather than as one blended average.

Stovetop
Detection rate
False alerts / 100h
Gas
Not yet measured
Not yet measured
Electric coil
Not yet measured
Not yet measured
Glass-top electric
Not yet measured
Not yet measured
Induction
Not yet measured
Not yet measured

Two weekly tests

Automatic self-check

Runs on the device weekly: battery, thermal-sensor plausibility, memory, buzzer, connectivity, firmware, and notification credentials.

Optional end-to-end drill

A synthetic alert travels device → cloud → push/SMS → your confirmation. It proves the alert chain delivers — it does NOT prove the thermal sensor can detect heat. We report exactly what was and was not tested.

How to read the evidence tags

Laboratory / bench

Controlled tests with instrumented heat sources.

Synthetic drill

End-to-end alert-chain test (device → cloud → push/SMS). Does NOT test the thermal sensor.

Customer-reported

In-app outcome taps after an alert. Labels, not verified ground truth.

Independently reviewed

Reviewed or reproduced by a qualified third party.

Known limitations

  • No field detection data yet — the device is pre-launch and has not run a kitchen pilot.
  • Battery, thermal, latency, and connectivity figures are design targets, not measured results.
  • Customer-reported alert outcomes (once collected) are labels, not independently verified ground truth, and are reported separately from lab and reviewed results.
  • A synthetic alert-chain drill proves delivery, not that the thermal sensor can detect heat — the two are reported separately.
  • Hand-wave dismiss, TV/voice integrations, and advanced AI features are planned and excluded from these figures until validated.

Test protocol v0 (draft) · last updated June 14, 2026. Stovyn is a monitoring aid, not a certified safety device, and does not guarantee fire prevention. Always keep working smoke and CO alarms.

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