FIELD DATA FOR PHYSICAL AI
Train tomorrow’s robots on today’s field work.
Context360 works with operating businesses and skilled crews to capture real manufacturing, maintenance, inspection, appraisal, construction, and repair work, complete with vision, actions, tools, decisions, corrections, and outcomes.
Request Industrial sample dataEXISTING INDUSTRIAL FOUNDATION
Field data from first look to final outcome.
Our current foundation connects real industrial environments with equipment condition, appraisal workflows, defects, 30 years of service history, repair outcomes, and the context required for robotic action.
15,000+hours of equipment inspection video
Industrial machinery, trucks, fixed assets, infrastructure, and processing environments.
40,000+equipment types
Coverage organized around asset identity, components, failure modes, and operational context.
Millionsof appraisal + pricing observations
Workflow, condition, comparable, valuation-rationale, and market evidence for appraisal automation.
4M+service invoices
Thirty years of dealer history across 150,000+ machines, aligned to assemblies, inspections, repairs, and failure outcomes.
OEM names describe manufacturers represented in source records and do not imply sponsorship or endorsement. Coverage, linkage, provenance, and permitted use are confirmed during diligence.
MANUFACTURING + PRODUCTION
Capture the work inside modern factories.
Partner with manufacturers to collect model-ready vision-and-action trajectories during live production, including the normal process, variability, defects, interventions, rework, and accepted output.
Assembly + fit-up
Part identification, orientation, alignment, insertion, fastening, joining sequence, tolerance checks, and verification.
Machine tending + setup
Loading, unloading, fixturing, parameter setup, tool changes, cycle checks, intervention, and restart.
Material handling + kitting
Picking, sorting, sequencing, staging, replenishment, line-side delivery, and exception handling.
Quality inspection
Visual checks, measurement, defect classification, disposition, traceability, and accepted-output confirmation.
Changeovers + recovery
Product transitions, tooling and material swaps, calibration, line clearance, fault recovery, and return to production.
Packaging + fulfillment
Packing, labeling, palletizing, verification, damage handling, rework, and shipment-ready state.
PREDICTIVE MAINTENANCE
Fix the asset before it fails.
Turn long-run maintenance history into failure-precursor, remaining-useful-life, and next-best-maintenance signals. Link records to inspection evidence where identity and provenance permit.
Service history
Maintenance events, inspection recommendations, completed repairs, intervals, and recurring issues across the asset lifecycle.
Asset failure modes
Failure taxonomies, visible symptoms, hard negatives, severity, component linkage, and operational consequence.
Component lifecycle
Track component condition, replacement, rebuild, recurrence, and time between interventions.
Diagnostic + debug procedures
Expert troubleshooting sequences with checks, measurements, decision trees, root-cause isolation, corrective action, and verification.
Remaining useful life
Build time-to-service and time-to-failure targets across asset classes, duty cycles, and environments.
Repair verification
Ground the recommendation in what was repaired, whether the fault cleared, and what happened afterward.
COLLECTED DURING REAL WORK
The field is the training environment.
We instrument work already being performed by operating companies. Each episode pairs what the skilled worker sees and does with tools, site conditions, decisions, exceptions, corrections, and the verified business result.
Egocentric POV
First-person visual context aligned to the expert’s natural task perspective.
Hand-object interaction
Manipulation, contact, grasp, placement, and state change through the task.
Tool use
Tool selection, setup, operation, switching, and relationship to the task objective.
Task decomposition
Break long-horizon activities into observable phases, actions, and state transitions.
Success + verification
Ground demonstrations in task outcomes, acceptance checks, and final state.
Failure + recovery
Capture mistakes, unexpected conditions, human correction, and recovery behavior.
THE FULL OUTCOME SPACE
Success alone is not enough.
Physical systems need examples of how tasks fail, how experts detect the change, and how they adapt. Collection programs can intentionally cover clean demonstrations, errors, interventions, edge cases, and recoveries.
CONSTRUCTION + SKILLED TRADES
Data from work robots still cannot do.
Partner with contractors and trade businesses to capture long-horizon tasks on active sites, not rehearsed lab motions, across changing materials, layouts, tools, constraints, and quality standards.
Tile laying + surface work
Layout, measurement, cutting, mixing, placement, leveling, grouting, finishing, inspection, and correction.
Wire pulling + electrical
Staging, conduit routing, cable pulling, termination, testing, fault isolation, rework, and verification.
Framing + fastening
Measurement, cutting, alignment, positioning, joining, fastening sequence, tolerance checks, and adjustment.
Concrete + masonry
Surface preparation, mixing, placement, forming, finishing, cure-state checks, defect detection, and remediation.
Plumbing + HVAC
Routing, fitting, assembly, sealing, pressure or flow checks, commissioning, diagnosis, and repair.
Site inspection + rework
Progress verification, quality checks, punch-list creation, deviation handling, corrective work, and acceptance.
OPERATING ENVIRONMENTS
Where physical intelligence happens.
Programs are built with companies already performing economically consequential work across active facilities, field operations, and jobsites.
- Equipment inspections01
- Industrial appraisals02
- Truck + fleet condition03
- Processing plants04
- Industrial maintenance + repair05
- Assembly + manufacturing06
- Machine tending + setup07
- Quality inspection + rework08
- Machinery operation09
- Warehouse manipulation10
- Construction + skilled trades11
- Tile laying + finishing12
- Electrical rough-in + wire pulling13
- Site inspection + rework14