Google Cloud Vision, AWS Rekognition, Azure Computer Vision (higher latency, not optimized for live streams).
Twelve Labs (video search/understanding), Roboflow (annotation/training), Landing AI (manufacturing vision).
Fireworks AI, Together AI, Replicate (general LLM/VLM inference, not purpose-built for live video).
NVIDIA Metropolis, Qualcomm AI Hub (hardware-tied, not model-agnostic cloud API).
Sub-200ms inference on live video streams via API is a latency bar that cloud vision APIs (Google, AWS, Azure) do not consistently hit. Proprietary 9B VLM with attention-aware scheduling on commodity hardware enables cost-effective real-time processing. Early adoption in sports analytics and construction safety demonstrates cross-industry applicability.
Using real-time anomaly detection on video feeds, live motion analysis for robotics and sports, and visual data structuring with JSON schemas.
Retrofit autonomy kits that convert excavators and heavy equipment into operator-less machines.
Ex-Waymo trucking leadership attacking a labor-starved $13T construction market with reversible retrofits instead of new OEM machines, a faster path to revenue than highway autonomy.
AI-first autonomy stack for driverless trucks and robotaxis, validated in generative simulation.
Simulation-first development with generative world models lets Waabi validate safety without the fleet burn that bankrupted earlier AV companies, arriving at driverless launch with less capital consumed.