Home services and trades
Which skilled trade tasks robotics teams want on video
By SourceX Editorial · Updated
Short answer
Robotics teams want first-person video of trade tasks that involve flexible materials, tight spaces, tool changes and judgment by feel, such as stripping wire, bending conduit, sealing pipe threads, crimping PEX and brazing line sets. The most useful clips show both hands through the whole task, including mistakes and recovery, with consent from the technician and the homeowner.
Key takeaways
- Tasks with flexible materials, cramped access and feel-based judgment are the ones robots find hardest and robotics teams most want on video.
- A clip of the whole task, from tool selection to cleanup, is more useful than a polished shot of the finished result.
- Failed attempts and recoveries are worth keeping, because they show how a skilled worker corrects course.
- Shop and training-bay footage is a sensible first capture, since it avoids homeowners and private spaces.
- Every clip needs a clear owner and documented consent before anyone discusses licensing it.
Why do robotics teams want first-person video of trade work?#
Robotics teams want first-person video of trade work because it shows a manipulation task the way the worker performs it: what the eyes check, where the hands go and which tool comes next. That point of view, often called egocentric video, is a common input for teams building robot manipulation and embodied AI models that learn from human demonstration.
Trade work is attractive because it is varied and physical. No two basements, attics or electrical panels are the same, and a technician constantly adapts to old fittings, awkward angles and materials that bend, spring back or tear. Those are the conditions where robots still struggle, so well-labeled footage of skilled people handling them is hard to come by.
Task taxonomy: what to film, by trade#
The task list below groups common electrical, plumbing, HVAC and roofing tasks by why they are hard for a robot and what a capture should include. Use it to pick a first set of tasks your technicians perform often and can film safely.
| Task | Trade | Why it is hard for robots | Capture notes |
|---|---|---|---|
| Stripping and terminating wire on devices | Electrical | Wire is flexible and springs back; gauge, stranding and insulation vary | Close view of both hands and the strip gauge; keep re-strips after a nicked conductor |
| Bending EMT conduit with a hand bender | Electrical | Measuring, marking and judging spring-back by feel | Film the measure and mark steps, not only the bend |
| Fishing wire through finished walls | Electrical | Hidden path, unseen obstacles and feedback through the fish tape | Include access-hole setup and failed attempts |
| Replacing a device in a crowded old box | Electrical | Brittle insulation, tight space and inconsistent past wiring | Show the de-energized check on camera before work starts |
| Sealing pipe threads with tape or compound | Plumbing | Wrap direction, amount and tightening are judged by feel | Keep wrap direction in frame; include the leak check result |
| Crimping or expanding PEX connections | Plumbing | Deformable tubing and tool alignment in tight bays | Show tool choice and the go or no-go gauge check |
| Sweating copper fittings | Plumbing | Heat control and solder flow in confined spaces | Film cleaning, fluxing and inspection; fire safety first |
| Clearing a drain with a cable machine | Plumbing | Most feedback comes through the cable, not the eyes | Pair the clip with a short note on what the operator felt |
| Brazing a refrigerant line set | HVAC | Heat, purge setup and joint inspection | Film purge setup and the finished joint up close |
| Swapping a capacitor or contactor | HVAC | Small parts in a crowded panel and safe discharge steps | Show discharge, verification and the part label |
| Connecting manifold gauges | HVAC | Hose routing, valve sequence and reading instruments | Hold the gauge face in frame long enough to read |
| Shingling around a vent or flashing | Roofing | Slope, layering order and weather | Fall protection visible; film the layering order |
What makes one clip more useful than another#
A useful clip covers one complete task from a steady first-person view with both hands visible. Beyond that, usefulness comes from variety and labeling: the same task across different homes, equipment brands, ages and technicians teaches more than many near-identical repeats.
Short labels added after the job often matter as much as the footage. A clip tagged with the task, the trade, the equipment type and whether the attempt succeeded is far easier for a robotics team to use than an unlabeled hour of video.
- Start before the first tool comes out and stop after cleanup, so setup and tool selection are captured.
- Keep both hands and the work surface in frame; a head or chest mount at a consistent height helps.
- Keep failures, re-dos and recoveries rather than trimming them away.
- Record across many sites, fixtures and equipment ages instead of repeating one easy setup.
- Tag each clip with task, trade, equipment type and outcome, and leave out addresses or customer names.
- Note anything the camera cannot show, such as resistance felt through a tool.
Tasks to film, film with care, or leave out#
Trade tasks fall into three groups for filming: film freely where no people or private spaces are involved, film with care in occupied homes, and leave out anything where a camera would compromise safety, privacy or a client contract, even if the task is hard for robots. Safety comes first: a camera should never distract a technician during energized work, at height without protection or during a gas or refrigerant emergency.
Privacy and confidentiality also shape the list. Work inside occupied bedrooms and bathrooms, near family photos or paperwork, or on commercial sites with their own confidentiality rules needs extra care or should stay off camera entirely.
| Category | Examples | Rule of thumb |
|---|---|---|
| Film | Shop and training-bay tasks, rough-in on new construction, equipment rooms with no people present | Best place to start a pilot |
| Film with care | Service calls in occupied homes, attics and crawlspaces with personal items nearby | Homeowner consent, framing discipline and later blurring |
| Leave out | Energized work, emergencies, client sites under confidentiality terms, any task a technician declines to film | Not worth the safety, privacy or contract risk |
Who has to agree before a clip can be used?#
Three parties have a say before any trade clip is used outside the company: the company that holds the files, the technician on camera and the owner of the property being filmed. Picking tasks is the easy part; getting each of those agreements in writing before the first recording is what makes a clip usable later.
In practice that means a written camera policy naming company-issued cameras as the only devices allowed, a technician consent that covers licensing for AI training rather than only internal training, and a recording notice with an opt-out on the work authorization. In a unionized shop, introducing cameras may be a subject for bargaining, and commercial customers may ban cameras on site. Our guide to licensing technician helmet-camera footage sets out each condition and what usually breaks it.
Illustrative: an electrical contractor plans a capture pilot#
Illustrative: a fictional residential electrical contractor with service and panel-upgrade crews wants to know whether its technicians' skills could support a robotics dataset. Its owner starts with the task table, not with cameras.
The team picks three task families its technicians perform constantly: device replacement, de-energized panel work and conduit bending. It films the first round in its own training bay with volunteer technicians, signed recording and licensing consents, and a simple tag sheet for task, equipment type and outcome.
After reviewing the clips, the owner drops energized troubleshooting from the list for safety, adds homeowner consent language to the work authorization for a second round in occupied homes, and keeps a log of who filmed what. The company ends the pilot with a labeled, consented clip library and a clear rule set, before any buyer conversation begins.
How SourceX approaches trade video#
SourceX starts a trade video conversation with a task list, not footage. The fit check asks which trades and task families your technicians could film, how many would volunteer, where capture would happen (training bay, new construction or occupied homes) and how consent would be recorded. No video is shared at that stage.
If a package proceeds, it moves through the SourceX five-step transaction of Supply, Rights, Preparation, Approval and Delivery. Blurring, audio removal and metadata stripping happen in Preparation, and the company signs off on the exact clip set in Approval. Large video libraries stay in the company's own storage or ship on encrypted drives, since SourceX never hosts multi-terabyte datasets. A SourceX Evidence Packet lists provenance, licensing rights, permitted use, the privacy record and release authorization, and the clips remain company property under a license.
Frequently asked questions
Do we need special cameras to start filming tasks?
No particular brand is required. Head- or chest-mounted action cameras are common, and a consistent mounting height matters more than the model. Check battery life, storage and how the camera handles heat in attics before a pilot, and confirm the files carry no location data you do not want to keep.
Is training-bay footage as useful as footage from real homes?
Both have value. Training bays give clean, repeatable captures without homeowners in frame, which makes them a safe starting point. Real homes add the variety of old fixtures and awkward access that robotics teams want. Label each clip with where it was filmed so a buyer can tell them apart.
Should technicians narrate while they work?
Narration can explain reasoning the camera cannot see, but live audio also records homeowners and family members. A practical approach is to turn audio off on site and ask technicians for a short spoken or written note after the task, which keeps the reasoning and avoids capturing other people.
How is trade footage priced?
There is no price list. Value depends on which tasks are covered, how varied and well labeled the clips are, the strength of consent records and whether a buyer wants exclusivity. It becomes known only when a buyer engages with a specific, documented package.
Does filming slow technicians down on jobs?
Some setup time is unavoidable, especially at first. Pilots work best with volunteers on planned work rather than emergency calls, with the camera on a fixed mount so the technician never has to handle it mid-task.
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