Now in Customer Discovery
Engineering Intelligence Starts with Engineers Like You.

We're building an AI platform that turns simulation and testing data into predictive insights for automotive and fuel cell engineers. We're in the early stages -- and we need input from people like you to build the right thing.

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The Problem We're Solving

Your data holds the answers.
You just can't see them yet.

Based on published industry research.

0%

of industrial testing data goes unused

Massive volumes of sensor and test data are collected but never analyzed for predictive insights.

0+

hours per week on manual reporting

Engineers spend critical time on repetitive data processing instead of innovation.

$0M

average cost of unplanned downtime

Unexpected equipment failures lead to costly production stops and delayed timelines.

What We're Building

From raw test data to engineering decisions

We're designing a platform that combines machine learning with deep domain expertise in fuel cell and automotive testing. Here's what we're working toward.

Failure Prediction

AI models that learn from your historical test data to predict component failures before they happen. Reduce warranty costs and improve reliability.

Real-Time Monitoring

Live dashboards that track test performance metrics with anomaly detection. Get alerted the moment something deviates from expected behavior.

Root Cause Analysis

Automated investigation that traces failures back to their source across complex multi-variable datasets. Hours of analysis in seconds.

Automated Reporting

Generate publication-ready reports from raw test data. Customizable templates for different stakeholders -- engineering, management, and compliance.

Custom AI Models

Tailored machine learning models trained on your specific data patterns. No generic solutions -- every model is optimized for your use case.

Instant Insights

From raw sensor data to actionable recommendations in minutes, not weeks. Accelerate your testing cycles and time-to-market.

Industry Focus

Focused on the industries we know best

Our founding team brings hands-on experience in fuel cell systems and automotive simulation. We're building for the domains where we can deliver the deepest value.

Automotive

Our goal: AI-driven insights across durability, performance, and quality assurance workflows that accelerate vehicle development cycles.

  • Durability test prediction & optimization
  • Quality control anomaly detection
  • Component failure pattern analysis
  • Automated test report generation
  • Performance benchmarking intelligence

Fuel Cell

Our goal: predictive degradation analytics that optimize fuel cell performance and longevity from unit cell to full system.

  • Degradation prediction & lifecycle modeling
  • MEA performance optimization
  • Stack health monitoring & alerts
  • Accelerated stress test analysis
  • System-level efficiency optimization

Help us build the right thing

We're engineers building for engineers. Your experience with testing data and simulation workflows is exactly what we need to get this right.