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We turn real vehicle failures into actionable intelligence
Testing vehicles in real-world conditions, collect failure and repair data, and transform it into insights that help manufacturers, dealers, and fleets reduce downtime, costs, and operational risk.
Software-Based Performance Tuning for Engine and Powertrain Systems
Controlled ECU optimization solutions designed for reliability, safety limits, and predictable performance gains across multiple vehicle platforms.
Industries and Partners We Work With Across Automotive, Data, and Engineering
We collaborate with organizations that require accurate data, structured processes, and technically grounded decision-making across vehicles, systems, and operations.
01
Data & AI Development Companies
We provide real-world vehicle data, failure insights, and structured datasets used for analytics, modeling, and automotive AI development.
02
Embedded & Hardware-Software Companies
We support hardware and embedded software teams with real operational data to validate systems, performance, and long-term reliability.
03
R&D / Deep Tech Companies
We work with R&D teams conducting advanced research that requires verified vehicle behavior, failure patterns, and real usage conditions.
04
Platform Companies
We supply structured automotive data and insights for platforms that aggregate, analyze, or operationalize vehicle-related information.
05
Consulting & Systems Integrators
We support consultants and integrators with reliable automotive data and technical context to inform client solutions and implementations.
06
Service & Outsourcing Companies
We collaborate with service providers that require accurate vehicle information to support diagnostics, optimization, or operational delivery.
07
Automotive Manufacturers (OEMs)
We assist OEMs with post-production insights, reliability analysis, and real-world performance data beyond laboratory testing.
08
Dealers and Service Networks
We provide data and technical clarity to improve vehicle evaluation, repair planning, and operational decision-making.
09
Fleet Operators and Mobility Companies
We help fleet and mobility operators reduce downtime and risk through data-driven insights into vehicle usage and failure behavior.
10
Leasing and Insurance Providers
We support leasing and insurance companies with objective vehicle data to inform risk assessment, valuation, and lifecycle analysis.
Fewer unexpected breakdowns mean better reliability. Lower warranty costs and faster repairs improve your bottom line.
Better design and maintenance decisions
Unexpected failures cost time and money. We help you prevent them.
Faster diagnostics and reduced downtime
Repair budgets shrink when you know what breaks before it happens.
What happens after the factory
Technicians work faster when diagnosis comes from real failure data.
Real data changes everything
We help the automotive industry understand what really happens after the vehicle leaves the factory.
Our approach to vehicle intelligence
We build on real vehicles and verified data. No assumptions, no shortcuts. Every insight comes from actual failures we've documented and repairs we've tracked.
Real vehicles, real data
We test and collect from actual operating conditions, not controlled labs alone.
Verified failures confirmed
Every breakdown we report has been documented and traced to its root cause.
Transparent methodology
Our process is open. You know how we work and where our conclusions come from.
Data-driven decisions
We focus on accuracy, accountability, and practical value in every analysis.
Let's Talk! Send us a message
we will find the best
solution for you
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