TireVision Hub | Hardware Product Concept

TireVision Hub
Fuses pressure/temperature with visual tire checks and vehicle load/route to flag failure risk.
Designed for Fleet maintenance. Source profile: Idea / Research; feasibility: Medium; prototype complexity: High.
Project text and technical scope
Problem addressed
Current Fleet workflows often depend on manual checks, disconnected devices and delayed evidence.
Product vision
Fuses pressure/temperature with visual tire checks and vehicle load/route to flag failure risk.
Hardware platform
TPMS gateway + wheel thermal sensors + camera
Sensors and inputs
Pressure, temp, image, mileage
AI and software
Tire failure prediction
User workflow
Fleet maintenance use the device in-field; the system captures data, analyses it, requests human confirmation where needed and records the outcome.
Edge processing
Run latency/privacy-critical inference on device/edge; use server for fleet analytics, RAG, orchestration and reporting.
Connectivity
BLE/CAN/4G
Mobile experience
Device pairing, live status, guided workflow, alerts, evidence review, offline sync and user actions.
Operations console
Fleet/device map, live events, health, incident queue, analytics, reports, configuration and audit history.
Safety and compliance
Sensor accuracy and installation quality are safety critical.
Operational value
Kit + maintenance platform; value comes from measurable safety, traceability, downtime reduction or workflow automation.
Security and privacy
Secure device identity, encrypted transport/storage, RBAC, audit logs, minimum necessary personal data and configurable retention.
Commercial model
Kit + maintenance platform
Differentiation
Combines TPMS with vision-based tire condition.
Demo scenario
Show a realistic operator using TireVision Hub; capture sensor/device event → AI analysis → alert/recommendation → human action → report.