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https://catalogartifact.azureedge.net/publicartifacts/sigmasoftwarellc1779698581842.sigmasoftware-azure-application-1f13a968-0e0d-4fdf-834c-222cdafb0ab2/image0_Sigma.png

AI-powered Predictive Maintenance for Vehicle Fleets

por Sigma Software LLC

AI-driven predictive maintenance using vehicle telemetry to reduce fleet downtime.

1) Description of the offer
This professional service enables commercial vehicle OEMs, fleet operators, and mobility providers to design and implement AI-powered predictive maintenance solutions using Microsoft reference architecture for software‑defined vehicles. The service leverages real-time vehicle telemetry, cloud-scale data processing, and machine learning to predict component wear, detect anomalies, and proactively manage vehicle health across fleets.
Sigma Software brings hands-on R&D experience in predictive maintenance for vehicle fleets, including scenarios such as brake pad wear prediction based on driving behavior, usage patterns, and sensor telemetry. The solution evolves traditional telemetry dashboards into a vehicle health platform that supports predictive and prescriptive maintenance decisions.
2) Type of users that benefit from the offer
Fleet operations and maintenance teams
Commercial vehicle OEM engineering and digital product teams
After‑sales and service organizations
Data, AI, and connected vehicle platform teams
3) Customer needs / pains addressed
High unplanned downtime and maintenance costs
Reactive maintenance instead of condition‑based maintenance
Limited visibility into real vehicle usage and component wear
Inefficient service scheduling and spare‑parts planning
Fragmented telemetry data across ECUs and systems
The service helps organizations move from reactive maintenance toward AI‑driven, proactive fleet operations with measurable impact on uptime, safety, and total cost of ownership.