Helm.ai

Helm.ai develops AI-first software and simulation models for driving systems, from advanced driver assistance up to Level 4 autonomous driving. The company says its models support real-time deployment in vehicles and large-scale training and validation offline. Its foundation models are trained with Deep Teaching, a proprietary unsupervised learning method that the site describes as combining real-world data, deep learning and applied math. Helm.ai is based in the United States and works with global automakers on production-bound projects.

Perception and driving software

Helm.ai's production perception software is built for vision-first systems. It produces full-scene surround and bird's-eye view output from multi-camera input, and the site says it requires no lidar for Level 2 and above. The company describes a Level 3 capable stack with a vision-only route to Level 4. Its foundation models adapt to new regions and unseen conditions, and fine-tuning handles rare and complex cases.

Simulation and training tools

Helm.ai offers generative AI tools for training and validation. One model re-styles real driving data into new scenarios for perception testing. Another is a generative world model that produces realistic synthetic driving video. A multi-sensor model simulates camera, lidar and semantic segmentation data across the autonomous vehicle stack. The site lists selected customers and says its models help production projects scale from driver assistance to Level 4.

Launch and investment news

Helm.ai's unified approach runs from Level 2 to Level 4, with auto-labeling and AI-based simulation supporting training and validation across autonomous driving applications. The site also reports that Honda is making an additional investment in the company to further develop next-generation AD and ADAS technology.

Key facts

• Based in: United States
• Products: Vision-only autonomy stack, Deep Teaching foundation models, generative world model
• Markets: Automakers developing ADAS through Level 4 systems