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Ohm

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Enterprise AI platform for hardware engineering teams to speed up testing and validation across batteries, EVs, aerospace and more.

What it does

Ohm (formerly Byterat) is an enterprise AI platform for hardware engineering and testing. It ingests and normalizes multi-modal test data, runs physics-informed anomaly detection, predictive modeling and automated root-cause analysis, and captures knowledge to help teams compress iteration cycles. It serves batteries, automotive, aerospace, data centers and consumer electronics.

Core features

Centralized ingestion of multi-modal test data
Automated data quality checks
Predictive modeling and early outcome prediction
Physics-informed anomaly detection
Agentic root-cause analysis and automated workflows
Compounding knowledge system
Enterprise security (SOC 2 Type II, ISO 27001)

Best for

Accelerating battery development and validation
Compressing hardware test cycles
Root-cause failure investigation
Predictive test planning across engineering teams