NdotLight and CrowdWorks will jointly develop an end-to-end AI data pipeline for manufacturing, robotics, and defense applications. Combining 3D generation, labeling, validation, and metadata management positions NdotLight beyond a single-tool provider as an infrastructure company capable of designing the full industrial AI data lifecycle.

The collaboration combines NdotLight's 3D synthetic-data generation with CrowdWorks' labeling and quality-assurance capabilities. The planned solution will integrate 3D generation, precision annotation, quality validation, metadata management, and multimodal processing across the full data-development lifecycle.

NdotLight will use TRINIX to generate industrial objects and environments at scale and connect the output with CrowdWorks' Workstage platform. CrowdWorks will apply its LLM and vision-data experience to refine the results and provide standardized metadata management.

The companies will also pursue joint sales, industrial data-standardization research, consulting, and technical services so Physical AI developers can secure reliable training data more efficiently.