Case Studies

Company and AI world Updates.

Human Hand Joint Tracking Through Large Scale Video Annotation

A behavioral training dataset was developed for a leading autonomous driving system company by classifying 100,000 short driving clips based on specific vehicle actions in 4 weeks with 95% accuracy. Each 4-second clip was reviewed by licensed annotators to identify the primary event, enabling training data to be prepared for behavior prediction and reinforcement learning modules.

Self driving AI training

Scaling Behavioral Insight: Preparing Self-Driving AI with Expert-Labeled Data

A behavioral training dataset was developed for a leading autonomous driving system company by classifying 100,000 short driving clips based on specific vehicle actions in 4 weeks with 95% accuracy. Each 4-second clip was reviewed by licensed annotators to identify the primary event, enabling training data to be prepared for behavior prediction and reinforcement learning modules.

AI-generated React web apps

Production Grade AI Web App Generation through Expert-Human Collaboration

We recently partnered with a leading AI lab to build a hybrid workflow that converts text prompts into production-ready React Next.js applications. Combining synthetic data generation with expert annotation produced high-quality, we validated training datasets and enabled delivery of 1-2 apps per expert per day.

high-precision-evaluation

High-Precision Evaluation of Multi-Language Code Generation

A global technology company partnered with us to evaluate AI-generated code across 25 programming languages. Through structured RLHF workflows, nearly 300 tasks were completed in 3 weeks, delivering high-quality training data, faster iteration, and improved LLM reliability.

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