Can plumbing companies license job records or first-person training footage?

An anonymized service ticket and a first-person camera recording teach different things. Scale AI publicly lists plumbing among field services of interest for structured, de-identified operating data. That is a path for companies with established records and authority to share them. micro1 separately advertises paid capture of approved trade recordings and shows plumbing among its examples. Meta’s first-person video research illustrates what models can learn from hands, objects and actions. A contributor should verify the actual project and permissions before recording. Scale AI data partnership · Ego-Exo4D research · micro1 trade recording

For a safe first-person pilot, use an isolated training fixture in your shop. Show two or three trap assemblies and one staged failure such as an incorrectly seated washer. Record a clean start state, the part selection, the sequence of hand movements, the verification step and the result. Tag fixture type, parts, action start and end, error type and outcome. An evaluation set could ask a model to identify the next step or detect the failure before a leak test.

For a records pilot, start with job category, symptoms, diagnosis, work completed and outcome. Recreate a ticket example with fake addresses and identifiers. Keep customer names, home imagery, phone numbers, invoice identifiers, payment information and privileged property access out of the sample. Get approval from the company and the people appearing in any recording before sharing it.

First step. Tell Fiund whether you have permissioned historical records or a team that can produce a controlled demonstration. Record to a buyer specification once you have an agreed project. Describe collection capability.