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Sparse Sentinel — SEN Schools Monitoring

Download sample results (JSON) — demo scenario outputs for review or integration testing.

What Sentinel does

Earlier warning for SEN learning spaces

Sentinel watches air, noise, light and comfort in SEN rooms, learns normal room behaviour, detects change early, predicts likely classroom condition episodes, and shows simple staff actions before conditions may feel difficult for learning.

Learn normal · Detect early · Surface simple actions · Support staff judgement

Episodes & lead times

Detection — demo episodes

Lead times are demo scenario outputs. Demo thresholds inspired by typical UK school guidance — supportive of staff judgement, not a certification engine.

Likely cause of classroom change

Evidence — suggested inspection

Contributing factors and simple actions — not a guaranteed root-cause verdict.

Pupil comfort & learning time

Hours that may feel easier or harder for learning

Classroom snapshot

Live-style snapshot (demo)

Comparison

Threshold vs Sentinel

Demo thresholds only — illustrative, not a formal compliance check. BB101 / BB93 style bands are reference context for messaging, not certification.

EpisodeThreshold (h)Sentinel (h)Lead
Sources & behaviour

Activity context

Room states

State segmentation

Alert quality

Actionability & likely outcome

PatternActionabilityLikely outcome
Monitor integrity

Sensor health

Room / zone comparison

Rooms compared (demo)

Room / zoneGood hoursDifficult hoursStatus

Energy & carbon context

Indicative operational context only