IN DEVELOPMENT • EARLY ACCESS
THE ECOSYSTEM • FLEETFIX SENSE

Diagnose the Failure Before It Happens.

FleetFix Sense is an AI-driven diagnostic and prognosis engine, currently in development. Instead of waiting for a breakdown or showing you raw fault codes, it reasons through the root cause like a master technician and tells your team how much safe operating life a vehicle has left.

sense-pipeline.v0
Illustrative preview
Node 01 • SignalCANbus Telemetry
Sensor Variation

Micro-drift in coolant temperature & auxiliary pump draw detected over 72 operating hours.

Node 02 • SynthesisAutomated Prompt
AI Prompt Generation

Raw CANbus deviations translated into a structured diagnostic prompt with duty cycles.

Node 03 • Reasoning4 Knowledge Bases
4-Source Analysis

Cross-checks unit history, FleetFix similar logs, OEM factory trees & mechanic forums.

Node 04 • PrognosisActionable Alert
Diagnosis + RUL Alert
Auxiliary pump bearing fatigue diagnosed • Remaining Useful Life: 850 km (4 Days)

A DIFFERENT KIND OF INTELLIGENCE

Not a Fault-Code Reader. A Reasoning Engine.

Conventional telematics tools wait for a threshold to trip and dump an obscure error code on your screen. Sense is designed to understand what is happening beneath the surface, why it started, and how long you have to intervene.

Early Drift Detection

Catches Drift, Not Just Failure

Sense monitors live telemetry for subtle micro-drifts and abnormal patterns, so a problem can be flagged before it becomes a hard breakdown.

Micro-Pattern Tracking
Multi-Source Synthesis

Reasons Like a Master Technician

Rather than displaying a raw code, Sense weighs the symptom against vehicle history, fleet experience, factory guidance, and field knowledge to find the true root cause.

Contextual Diagnostics
Prognosis Countdown

Tells You How Much Time You Have

Every diagnosis is designed to come with a Remaining Useful Life (RUL) estimate: the safe operating time or distance left before failure.

Safe Operating Buffer

THE SENSE PIPELINE

From Sensor Variation to Verified Diagnosis in 5 Stages.

How Sense transforms noisy, continuous commercial telemetry into structured intelligence, multi-source reasoning, and proactive scheduling alerts.

01

Sensor Abnormality Detection

Sense continuously monitors live vehicle telemetry to catch subtle variations, micro-drifts, and abnormal patterns before a mechanical failure or hard breakdown occurs.

Pre-Failure Telemetry
02

Automated Prompt Synthesis

When an abnormality crosses a trigger threshold, Sense translates the raw telemetry variations, operating conditions, and vehicle parameters into a structured diagnostic prompt for the core AI engine.

Structured Telemetry Prompt
03

360-Degree Contextual Reasoning

To avoid false alarms and pinpoint the true root cause, the engine evaluates the prompt against four distinct knowledge sources: vehicle history, fleet history, OEM guidance, and field technician insights.

4-Pillar Validation
04

Root-Cause Diagnosis & RUL Calculation

By combining live sensor drift with historical, factory, and real-world intelligence, Sense diagnoses the underlying fault and calculates Remaining Useful Life: how much safe operating time or distance remains before failure.

Remaining Useful Life (RUL)
05

Actionable Dashboard Alerting

The diagnosis and RUL countdown are pushed directly to the FleetFix dashboard so your team can schedule the fix proactively during scheduled downtime rather than dealing with roadside emergencies.

Proactive Bay Scheduling

360-DEGREE CONTEXT

Every Alert Is Reasoned Across Four Knowledge Sources.

No single data stream tells the complete story. Sense cross-examines incoming telemetry symptoms against four specialized repositories to rule out noise, prevent false alarms, and identify the true mechanical failure mechanism.

KNOWLEDGE SOURCE 01

The Specific Vehicle's History

Past repairs, recently replaced parts, maintenance records, and recurring issues on that exact unit.

VIN-Level Service Log
KNOWLEDGE SOURCE 02

Similar Fleet History Logs

Patterns and verified repair outcomes from identical vehicle models and similar symptom profiles across the FleetFix database.

Fleet-Wide Benchmarks
KNOWLEDGE SOURCE 03

OEM Recommendations

Official manufacturer service manuals, technical bulletins (TSBs), workshop guidance, and factory diagnostic trees.

Factory Specifications
KNOWLEDGE SOURCE 04

Field Technician Knowledge

Real-world insights, known model quirks, and field fixes drawn from third-party mechanic blogs, community forums, and master techs.

Field-Tested Insights
REASONING CONVERGENCE

4 Independent Knowledge Streams → Exact Diagnosis + RUL

Filters Telemetry NoiseZero Guesswork

DASHBOARD ALERTING

A Verified Diagnosis and a Countdown, Not Just an Alarm.

When Sense completes its reasoning, the result is designed to land on your FleetFix dashboard as an actionable alert, so repairs can be scheduled on your terms instead of the road's.

Vehicle Asset #DXB-4180(Sample Unit)
3-Ton Commercial Chiller Van • 142,500 km
Illustrative previewSample Data
ROW 1: DETECTED TELEMETRY PATTERNCANbus Telemetry Feed
Thermal Micro-Oscillation & Irregular Auxiliary Fan Cycle

Coolant sensor records +3.8°C elevation under sustained urban haul load. Fan cycle frequency increased by 42% over 72 operating hours without corresponding ambient temperature rise.

ROW 2: DIAGNOSED ROOT CAUSE4-Source AI Synthesis
Auxiliary Coolant Pump Impeller Bearing Wear

Ruled out faulty sensor and sticking thermostat based on recent 60-day replacement history on this asset. Matched 8 similar symptom logs across model fleet database and factory service advisory bulletins.

ROW 3: REMAINING USEFUL LIFE (RUL)
850 km • 4 Safe Operating Days
Recommended Window: Next 72 Hours

Safe operating buffer estimated before high-probability thermal derate or roadside limp mode. Proactive recommendation: assign replacement to in-house bay during scheduled Friday fleet rest shift.

Note: Parameters, telemetry signals, and alerts shown above represent illustrative design concepts currently in development. Actual pilot interfaces and telemetry thresholds will be tailored with pilot partners.

PILOT PROGRAM

Help Shape Sense Before It Launches.

We are opening early access to a limited group of UAE fleet operators. Join the waitlist to be considered for the pilot program, share your operational requirements, and see the prognosis architecture first.

Direct consultation with the FleetFix AI engineering team
Early access to live RUL alert telemetry integration
Priority onboarding when public rollout commences

No spam. Priority pilot evaluations are handled directly by our engineering leads.

FREQUENTLY ASKED QUESTIONS

Understanding FleetFix Sense & the Pilot.

IN DEVELOPMENT • EARLY ACCESS

Be Among the First to Put an AI Technician on Your Fleet.

Join the Sense pilot waitlist or request a walkthrough of the prognosis architecture with our engineering team.

4Knowledge Streams
5Pipeline Stages
RULSafe Operating Buffer
0Hardware Lock-In