IOT SAFETY PLATFORM — BLE BEACON MONITORING, ML FALL DETECTION, REAL‑TIME SOS PIPELINE
Beta testing with 100 users: gathering feedback on emergency detection accuracy, improving ML fall detection models, and refining background scanning reliability.
BETA USERS
100+
ML MODEL
FALL DETECT
DETECTION
<1s
PLATFORM
iOS/ANDROID
RELIABLE EMERGENCY DETECTION WITH ML
Building a safety platform that accurately detects falls and emergencies via BLE beacons and ML models. Challenge: minimize false positives while maintaining sub-second response times and 24/7 background scanning on mobile devices.
BETA TESTING + ML MODEL REFINEMENT
Currently in beta with 100 users: collecting real-world fall detection data, refining ML models for accuracy, and optimizing battery performance. Focus on feedback loops to improve emergency detection reliability before production scale.
CORE PLATFORM FEATURES
[01-06]REAL‑TIME BEACON SCANNING
Continuous BLE monitoring with adaptive scanning to balance performance and battery life.
ML FALL DETECTION
Machine learning model trained on accelerometer data to detect falls. Beta testing for accuracy improvements and false positive reduction.
FEEDBACK COLLECTION
Beta program gathering data on detection accuracy, battery performance, and UX flows to refine the platform before production.
ALERT DISPATCH
Push notifications with escalation paths and fallbacks for critical events.
TELEMETRY & ANALYTICS
Signal strength, battery, connection stability, and incident timelines.
RECOVERY ENGINE
Automatic reconnection, state persistence, and crash-safe recovery flows.
TECH STACK
END‑TO‑END SAFETY PIPELINE
BEACON BROADCAST
Devices transmit BLE advertisement frames with status and identifiers.
BACKGROUND SCAN
Mobile apps monitor proximity and device health with adaptive scanning.
PAIRING + TELEMETRY
Secure pairing, state sync, battery tracking, RSSI and session history.
SOS DETECTION
Trigger pipeline validates events and starts escalation flows.
ALERT DISPATCH
Push alerts, dashboards, and contact escalation in real time.
NEED AN IOT PLATFORM FOR CONNECTED DEVICES?
Let’s talk architecture, reliability, and production readiness.
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