01
Raw requirement
The need and constraints that define what must be made.
PROBLEM DEFINITIONDATA PARTNERSHIPS / PHYSICAL AI LABS
Industrial data.
Expert reasoning included.
Complete industrial workflows, from raw requirement through CAD creation to finished product. Thousands of hours of privately collected data, with direct commentary from the people doing the work.
01 / WORKFLOW COVERAGE
RAW REQUIREMENT → CAD → FINISHED PRODUCT
The whole job.
Every consequential step.
Diverse products, complex manipulation, and industrial reasoning across the full process. Short task segments sit within the context of hours of fabrication and assembly.
02
CAD & planning
How the operator creates the CAD model from the requirement and plans the steps to make it.
DESIGN CREATION03
Fabrication
Complex object manipulation, seen from the operator’s perspective.
EGOCENTRIC CAPTURE04
Assembly
How individual parts become a completed assembly.
FINISHED PRODUCTOPERATOR COMMENTARY
ACROSS THE WORKFLOW
ACROSS THE WORKFLOW
What they intend to do. Why they choose an action. How they reason through a complex task.
02 / REASONING & OUTCOMES
EXPLAINED BY THE OPERATOR
See the action.
Understand the decision.
Video shows what happened. Direct operator annotations add the intent and reasoning behind the task, with accurate labels for both successful and failed attempts.
What was the operator trying to accomplish?
Intent comes from the person performing the task, alongside their explanation of complex decisions.
Did the task succeed?
Both successful and failed tasks are retained and accurately labeled, so the intended action can be considered alongside its outcome.
PARTNER WITH PHYSIC
Bring your research objective.
Let’s discuss the workflows and operator context your lab needs.