Direct-source human demonstration data
License household and workplace video collected through our own contributor network, or commission new egocentric collection.
Rights-approved public excerpt
Listen to English narration or compare household, workplace and dual-wrist views from approved public samples.
Natural English narration from a Philippine contributor, grounded in a complete garment-packing cycle.
Two wrist views preserve near-field manipulation while frontal and cropped workspace exo views retain context from the same work event.
Three reviewed phases from one maintenance recording: release a guarded component, clean the detached blade assembly, and align the guard for reassembly.
One actor-aligned POV stream is paired with frontal, side, and whole-body external views of the same work event.
Browse proven coverage, then ask us for the current inventory, price and license that fit your project.
Cooking, cleaning, maintenance, tool use and hand-object manipulation.
Capture: Actor-aligned first-person video
Growing catalogue; request current task coverage and volume.
111 videos and 49 task families in the fixed 10-hour evaluation subset. Not the full catalogue.
Evidence record: . Ask for current availability; this is not a live inventory count.
Public garment-handling and sorting evidence; request broader workplace coverage.
Capture: Actor POV, dual wrist and external views
Current first-party collection; eligible tasks and volume confirmed on inquiry.
Two approved paired previews with documented observed alignment, not calibration-grade synchronization.
Evidence record: . Ask for current availability; this is not a live inventory count.
Garment packing and sorting with human English narration from a Philippine contributor.
Capture: First-person RGB, voice and sample captions
Request narrated inventory or a custom language-grounded collection.
32-second highlight and a 2-minute 07-second fuller public sample. Narration is a separate inventory attribute.
Evidence record: . Ask for current availability; this is not a live inventory count.
Household and commercial describe environments. Camera placement and narration describe capture attributes and can overlap. Training rights and delivery scope are confirmed with each buyer.
Our household evaluation release shows how first-party footage becomes a defined package with a catalogue, QA records, rights summary and checksums.
This is collection and release evidence, not a claim about customer model performance or the size of our full inventory.
One accountable path connects the model objective to documented, versioned data and loader acceptance.
Define the task, contributor, environment, viewpoint, signals, and success criteria.
Test capture quality, coverage, privacy, timing, and technical fit before scale.
Segment, align, annotate, review, and preserve provenance around the learning signal.
Ship the schema, rights, QA records, checksums, loader, and ingest result.
Collection reach, a verifiable operator, and delivery controls stay connected to the data.
contributors in the GIG Rewards network
Philippines + South AfricaNetwork relationships include Smart Communications, Vodacom, and MTN.
Network reach supports sourcing. It is not automatic project capacity. Eligibility, consent, timing, and rights are confirmed in the written scope.
10xme Technology Inc. operates both EGXO Data and GIG Rewards, connecting collection, data operations, and contracting.
Tell us what the model must learn. We will identify whether current inventory fits or define the collection required.
Scope Custom Collection