CHALLENGES
The client faced rising costs and operational inefficiencies.
Their existing telematics system provided raw data but
lacked actionable insights, leading to
- Limited managerial visibility beyond basic telematics data.
- Visibility → “Executives lack actionable insight into fleet KPIs beyond
basic telematics.”
- Visibility → “Executives lack actionable insight into fleet KPIs beyond
- Low customer satisfaction due to unreliable ETAs and delays.
- Satisfaction → “Customer trust declines when vehicles fail KPIs such as
turnaround, availability, and compliance.”
- Satisfaction → “Customer trust declines when vehicles fail KPIs such as
AI SOLUTION
We developed an end-to-end, multi-agent AI system that seamlessly integrated with the client’s fleet management platform. The solution implements predictive maintenance to mitigate red flag indicators (downtime, low availability, high rework) and achieve KPI-driven performance improvements.
DATA SOURCES
- Historic maintenance logs (downtime, repairs, compliance, parts, replacement, satisfaction)
- NOTE: All KPI extractions are derived from historic logs.
PROJECT EXECUTION
- Predictive Maintenance Model — AI model trained on fleet KPIs to prevent downtime and optimize availability.
RESULTS
(8 MONTHS POST-IMPLEMENTATION)
FLEET AVAILABILITY:
Target 95% daily uptime
REPAIR TURNAROUND TIME:
75% completion per day
REWORK RATE:
<2%
PM SCHEDULE COMPLIANCE:
95%
CORRECTIVE MAINTENANCE::
≤20%
MECHANIC PRODUCTIVITY:
75% wrench time (1500 hrs/2000 hrs)
ROAD CALL RATE:
<2% breakdowns on-road
CUSTOMER SATISFACTION:
≥95%
FUEL SAVINGS:
Reduced average consumption by 11%
BUSINESS IMPACT
The AI system transformed fleet operations into a predictive, proactive fleet maintenance model, increasing vehicle availability and reliability. It reduced costs, improved asset reliability, and mitigated red flag pain points. Executives see higher uptime, while fleet managers improve PM schedule adherence and mechanic productivity.
START WITH YOUR HIGHEST-VOLUME WORKFLOW
Book a 30-minute working session. we map one fleet workflow, size the uptime and PM-adherence gain, and walk you through this build. no commitment.
95% higher fleet uptime, 95% improved PM adherence, 20% lower maintenance cost per asset.OUR LOCATIONS
ASHBURN(HQ) | FRISCO