Case study · Template

Packing and dispatch egocentric data pilot

A first-person data pilot covering wrapping, boxing, taping and sealing orders at a logistics site in West Bengal.

This page is a template. Everything marked [PLACEHOLDER] must be replaced with real project data before the page is indexed or shared.

Client type
[PLACEHOLDER: client type, e.g. robotics AI lab, region]
Hours captured
[PLACEHOLDER: hours captured]
Task list
[PLACEHOLDER: task list, e.g. wrapping, boxing, taping, sealing]
Delivery format
[PLACEHOLDER: delivery format, e.g. resolution, frame rate, file format, metadata schema]

Challenge

[PLACEHOLDER: What the client needed and why existing data was not enough, e.g. viewpoint, environment variety, consent trail.]

Packing and dispatch is a common target for Physical AI: the objects vary, the hand movements are fine-grained, and the tasks are repeated thousands of times a day in real warehouses.

Approach

[PLACEHOLDER: How the project was scoped: task categories, sites chosen, number of operators, schedule.]

We followed the standard pilot plan: site onboarding and operator recruitment in week 1, then capture, QC and delivery in week 2. See the 50–100 hour pilot for how this works.

Capture setup

[PLACEHOLDER: Rigs and mounts used, camera model, resolution, frame rate, additional sensors.]

Two sample clips from this kind of task, wrapping an order and sealing a carton, recorded head-mounted in 4K, are on the pilot page. Rig and metadata details are on the egocentric data collection page.

QC and audit

[PLACEHOLDER: Checks applied, share of clips that passed first time, issues found and fixed.]

Every clip carried operator ID, site, task and consent reference and passed an approval gate before delivery. Consent and site agreements are described on our compliance page.

Delivery

[PLACEHOLDER: How and when data was delivered, folder structure, total volume.]

What we'd do differently

[PLACEHOLDER: Honest lessons from the project and what changed in our process as a result.]

See the 50–100 hour pilot.

Pick your task categories. We pick the sites, recruit the operators, capture the data and ship audit-ready clips. East India, in weeks — not quarters.