Automotive

Accelerate innovation with connected vehicle data

The automotive industry is undergoing a data revolution driven by connected vehicles, electrification, and evolving consumer expectations. We help OEMs, dealers, and mobility companies build the data foundations needed for predictive quality, personalized experiences, and supply chain resilience

Why it matters

100+
ECUs generating data in a modern connected vehicle
$40B+
spent annually on warranty claims by global automakers
50%
of dealer profit now comes from service and parts, not sales
3-6 mo
typical lag between defect occurrence and detection in the field

Challenges & Solutions

We help automotive companies harness the data revolution transforming the industry

Challenge

Connected Vehicle Data Overload

Modern vehicles generate gigabytes of telemetry data per day, but most OEMs lack the infrastructure to ingest, store, and analyze this data at scale

Solution

Scalable Vehicle Data Platform

We architect cloud-native data lakes purpose-built for high-volume telemetry ingestion, with streaming analytics that surface insights from connected fleet data in real time

Challenge

Warranty and Recall Exposure

Identifying emerging quality issues requires correlating warranty claims, dealer repair data, and field telemetry across millions of vehicles — a process that currently takes months

Solution

Predictive Quality Analytics

We build early warning systems that correlate repair orders, parts failure data, and telemetry signals to detect quality trends before they escalate to costly recalls

Challenge

Dealer Network Fragmentation

Dealer management systems vary by franchise, making it nearly impossible to consolidate sales, inventory, and service data for enterprise-wide visibility

Solution

Dealer Data Harmonization

We create standardized data integration pipelines that normalize DMS data across dealer networks into a unified view for sales analytics, inventory management, and customer lifecycle tracking

Use Cases

Predictive Maintenance Alerts

Analyze real-time vehicle diagnostics to alert owners and service centers about impending component failures before breakdowns occur

EV Battery Health Analytics

Monitor battery degradation patterns across climate zones and usage profiles to improve warranty forecasting and second-life battery strategies

Sales & Inventory Optimization

Match dealer inventory to local demand patterns using registration data, demographic trends, and competitive intelligence

Connected Services Monetization

Build data pipelines that enable subscription-based features, usage-based insurance, and personalized in-vehicle experiences

Drive your automotive data strategy