Company Overview &
Strategic Agenda

We build community-powered pipelines that generate clean, annotated, rights-cleared training datasets for AI and robotics companies. Beyond data collection, we are simultaneously training our own models, developing proprietary rig and capture systems, and building our own robots — making us a full-stack participant in the Physical AI ecosystem, not a passive vendor.

Physical AI fails not because of insufficient compute or architecture — it fails because of data. The three dominant failure modes in today's training data ecosystem:

• Scraped data stripped of real-world behavioral context
• Synthetic data that reinforces existing model patterns instead of expanding them
• Benchmark-optimised data misaligned from real human physical behavior

The Physical AI industry needs vast quantities of annotated real-world manipulation and task data. No existing provider is purpose-built to deliver this at scale. We are.

Data Products

• Egocentric (first-person POV) task video for embodied model training
• Industrial & manufacturing process data — assembly, inspection, tool use, manipulation
• Multimodal speech, audio & sensor datasets across 22+ Indian languages
• Custom enterprise data campaigns for specific robotics and AI model requirements

Proprietary IP & Technology

Beyond data collection, we are building core IP across three layers:

• Models. Own-model training on our curated datasets, developing specialised physical AI models
• Rigs. Proprietary rig and capture systems engineered for high-fidelity, cost-effective real-world data collection
• Robots. In-house robotic systems, developed and validated using the training data we produce

This vertical integration is our long-term moat: the data we collect trains the models we build, and the robots we develop continuously improve the datasets we produce.

We want modern-age robots to take up jobs that are hard, challenging, and risky for humans — freeing people to operate at higher levels of human potential.

• Data Infrastructure. Become the foundational data layer for the global Physical AI stack
• IP Ownership. Own and expand a proprietary portfolio of datasets, models, rig systems, and robotic platforms
• Human-First Transition. Enable a responsible human-robot transition — partnering with factory, household, and general-purpose workers to capture irreplaceable operational knowledge while compensating contributors fairly

• Community-powered collection through 10,000+ real-world contributors across India
• Egocentric-first data capture — the training signal embodied AI needs most
• Regulated, consent-first framework: every contributor compensated, every dataset rights-cleared
• Vertical integration: data collection, annotation, model training, and rig & robot development under one roof
• Enterprise-ready delivery: licensed standard collections plus bespoke campaign execution