License data from work happening in the real world.
Start with existing industrial and medical data, or collect new vision-and-action trajectories with operating companies across manufacturing, construction, skilled trades, maintenance, inspections, appraisals, and surgical procedures.
Existing corpora and continuous collection programs are marked clearly. Prospective and custom programs describe collection capability, not pre-existing inventory. Samples, coverage, rights, and commercial terms are shared privately.
Existing equipment inspection corpusExisting corpus
Equipment inspection video
Field inspection footage spanning 40,000+ equipment types across industrial machinery, trucks, fixed assets, infrastructure, and processing environments, with asset failure modes, diagnostic and debug procedures, and maintenance history linked where records permit.
Heavy equipment failure and maintenance trajectories
Thirty years of dealer service history aligned at the machine and assembly level with operating hours, prior repairs, inspection ratings, service events, and verified failure outcomes. Built for predictive maintenance, remaining-useful-life modeling, diagnostic agents, repair planning, and repair-before-failure analysis.
MODALITIES
Service invoicesInspection recordsOperating hoursFluid + telematics signals
STRUCTURE
Machine + model family · Assembly · Failure class · Repair history · Time to failure · Outcome
SCALE OR ACCESS
4M+ invoices across 150K+ machines, plus 112K+ inspections
Existing multimodal appraisal corpusExisting corpus
Industrial appraisal workflow and video data
End-to-end industrial asset appraisal workflows pairing inspection and walkaround video with asset identity, condition evidence, comparable selection, pricing rationale, valuation adjustments, and final appraisal outcomes.
Custom industrial field data programCustom collection
Manufacturing and production trajectories
Vision-and-action data collected with manufacturers during live production, including assembly, machine tending, material handling, kitting, quality inspection, changeovers, packaging, defects, interventions, rework, and accepted output.
MODALITIES
POV + fixed videoProduction + tool eventsMachine state
STRUCTURE
Task phase · Part + material · Tool use · Machine state · Defect + rework · Outcome
Vision-and-action data collected with contractor and trade businesses while real work is completed on active sites, including tile laying, wire pulling, conduit routing, framing, fastening, masonry, plumbing, HVAC, inspection, rework, and verification.
MODALITIES
POV + multi-view videoTool + action eventsTask state
STRUCTURE
Task phase · Materials · Tool use · State change · Error + recovery · Outcome
Continuous surgical data programContinuous collection
Surgical procedure trajectories
Rights-cleared surgical trajectories captured continuously across 20+ high-end surgical facilities in India using a U.S.-developed capture and annotation protocol, with egocentric video, 3D positioning, narration, labels, and error-correction paths.