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Retail & Food Service

Kitchen prep, plating, cleaning — bimanual and mobile manipulation for restaurants and retail.

Retail and kitchen automation

Industry Context

Restaurants and retail face labor pressure and unpredictable demand. Kitchen automation — prep, cooking, plating, cleaning — requires dexterity, bimanual coordination, and the ability to follow verbal instructions. Learning-based systems (e.g., Mobile ALOHA, OpenVLA) are promising but need domain-specific data.

What We Offer

  • Data Collection — Bimanual demonstrations for cooking, plating, cleaning, and inventory. Language-conditioned ("make a salad", "wipe the counter"). Mobile + manipulation for whole-body tasks.
  • A1 Mini / Mobile ALOHA-style — Bimanual teleoperation platforms for rapid data collection. Low-cost, open hardware.
  • W1 Mobile Manipulator — Navigate kitchens, reach shelves, deliver items. Mobile + arm for complex environments.
  • Fearless Data Platform — Log task failures, spills, and retries. Improve robustness over time.

Value We Deliver

  • Labor scaling — Automate repetitive prep and cleanup; keep humans for complex tasks and customer interaction.
  • Consistency — Same recipes, same plating, every time.
  • Flexibility — Language-conditioned policies adapt to new menu items and instructions.
  • Speed to deployment — We collect data on your workflows; you train and deploy.

Example Use Cases

  • Kitchen prep: chopping, mixing, portioning
  • Plating and presentation
  • Cleaning: dishes, counters, equipment
  • Retail: inventory, restocking, shelf organization
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