Training Humanoids With Real-World Data
We use Vision Language Models to transform existing manufacturing processes into high-quality training data for humanoid systems, and provide real-time performance validation during deployment.
What we do
Khenda operates at two critical stages of the humanoid deployment lifecycle: generating training data from real operations, and validating humanoid performance in the field.
Training Data Generation
We deploy Vision Language Models (VLMs) on your existing manufacturing processes. Our system observes human workers performing complex tasks and converts their actions into structured demonstration data.
This data is formatted and optimized specifically for humanoid training pipelines. No additional hardware or workflow changes required. Your existing operations become the data source that teaches humanoids how to perform real-world tasks.
Performance Validation & Feedback
During the testing and deployment phase, our VLMs monitor humanoid actions in real time. The system compares what the humanoid is doing against the expected process steps and quality standards.
When deviations are detected, Khenda provides immediate, actionable feedback. This creates a continuous improvement loop where humanoids learn not just from demonstrations, but also from structured corrections during operation.
Industries we cover
We work with companies operating in the most complex and diverse physical manipulation environments, turning their operational video into humanoid training data.
Automotive
Complex multi-step assembly with high variability, ideal for extracting rich, real-world demonstration data for humanoid manipulation policies.
Electronics
Precision assembly and inspection workflows that produce high-resolution data on fine motor control and dexterous manipulation.
Parts Manufacturing
High-mix production lines offering diverse manipulation patterns. Each product variant adds new training signal for humanoid systems.
Logistics
Pick-pack-ship operations with dynamic object handling, providing a rich source of spatial reasoning and grasping data for humanoid training.
Home Appliances
Large-scale assembly lines with repetitive yet variable manipulation sequences, ideal for building robust humanoid task policies.
Heavy Industry
Large-scale manipulation and material handling in demanding environments, producing training data for heavy-duty humanoid applications.
Your data stays yours
We understand that operational video is highly sensitive. Khenda offers enterprise-grade security at every step.
Secure Data Pipeline
Enterprise-grade infrastructure deployed on Microsoft Azure with end-to-end encryption.
Certified & Compliant
SOC 2 Type II, GDPR, and ISO 27001 certified. Your data is protected by industry-leading standards.
Book a Technical Demo
See Khenda's pipeline process real factory footage end-to-end, from raw video to a structured VLA-ready dataset. Our engineering team will walk you through the output format, integration options, and data quality metrics.
Book a Technical Demo