AI-first approach to autonomous driving

Our AI models are built on innovations in deep neural networks (DNNs) and generative AI to power real-time perception and planning stacks for deployment, as well as generative models for large-scale training and validation.

Our models adapt to geographic variation, edge cases, and diverse driving conditions to enable a flexible, scalable path from ADAS (Level 2) to fully autonomous (Level 4) systems.

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Robust foundation models trained through Deep TeachingTM

Deep Teaching™, developed by Helm.ai since 2016, is a highly efficient and scalable unsupervised learning method that combines large-scale data, deep learning, and applied mathematics. Our foundation models generalize effectively, resolve corner cases, and learn human-like driving behaviors.

Our models handle variations in:

Geographies
Weather and lighting
Time of day
Difficult and rare corner cases

Fine-tunable foundation models

Automakers can fine-tune our models to resolve rare corner cases quickly and tailor performance to specific regions, driving styles, or sensor configurations.

Generative AI and DNN innovations

Our generative simulation models, GenSim-2, VidGen-2, and WorldGen-1, produce large volumes of realistic driving scenes for training and validation from text, image, and video input. Unlike traditional simulation, they can quickly generate an unlimited range of scene variations, regardless of the diversity or complexity of urban driving environments.


Broad applications across domains

Helm.ai’s perception software works beyond public roads—supporting autonomy in mining, construction, industrial robotics, and other off-road environments.

Built for safety and reliability in mass production vehicles

Our development process aligns with key automotive safety and quality standards and is supported by leading certification bodies to ensure compliance.
Compliance with

ISO 26262

Functional Safety
Adherence to

ISO/PAS 21448

Safety of the Intended Functional Safety (SOTIF)
Integration of

ASPICE

with ongoing efforts to incorporate development and evaluation for machine learning models.

Request a demo from our AI experts

Explore Helm.ai’s AI software, foundation models, and AI-based development and validation tools.