Anonymised, illustrative composite. An Ontario electrical service company cut quote-only truck rolls by letting customers submit photos first — and built the one hard boundary Ontario’s electrical rules actually require into the intake tool, instead of trying to quote everything remotely.
At a glance
A licensed electrical contracting business in Ontario ran a small fleet of trucks against a steady stream of residential and light-commercial service calls: outlet and fixture repairs, panel questions, small renovation add-ons. A meaningful share of those calls were never actually work orders — they were requests for a price, and the firm’s only way to give one was to send a truck to look.
The firm started letting customers submit photos and a short description through an online form before booking anything, hoping to price more jobs without a truck roll. The risk was obvious once someone actually read the rules the firm operates under: the Ontario Electrical Safety Code requires almost all electrical work to be reported to the Electrical Safety Authority by filing a notification of work before the work starts, and “an electrical installation must be inspected before it’s concealed or buried.” A photo of an outlet or a light fixture tells you what the finished surface looks like; it does not tell you what is behind a panel cover, and a firm that commits to a final price sight-unseen on anything panel-adjacent is committing to a number before it knows what the notification and inspection requirement is actually going to require.
Of the 12 quote-only visits the firm averaged each week, the team sorted the prior quarter’s jobs into two buckets: surface-level repairs where the full scope was visible in a photo — a cracked outlet cover, a dead fixture, a clearly failed switch — and anything involving the panel, exposed or altered wiring, or a scope that depended on what was behind a wall. Seven of the twelve fell into the first bucket; five fell into the second.
The intake form now screens on exactly that line. Photo submissions that show only surface fixtures — the seven-of-twelve bucket — get a firm price back without a visit. Anything showing a panel, visible wiring, or described as “not sure what’s behind it” is flagged automatically for an in-person visit before any number is given, because that is the category where the firm cannot confirm scope, and separately would still need to file a notification of work and arrange inspection before the job could be concealed regardless of how the quote was produced. Only a Licensed Electrical Contractor can offer electrical work to the public in Ontario in the first place, which is the reason the firm built the screening rule into its own intake tool rather than leaving it to whichever technician happened to review the photos that day.
Quote-only truck rolls fell from 12 a week to 5: the 7 surface-level jobs now get priced from photos, and the remaining 5 still get a visit, exactly as the rule requires. That is a reduction of 7 of 12, or 58%, and it tracks precisely against the split the firm found in its own job history — it did not shrink the panel-adjacent bucket, because that bucket was never the one that could safely shrink.
For the underlying question of what AI-assisted pricing can and cannot commit to before a technician has eyes on a job, see whether AI can price a service call before dispatch. For the licensing backdrop that makes this the firm’s call to make in the first place, see what a Certificate of Qualification actually authorises.
Two ways this goes wrong in the other direction. Quote nothing remotely, and the firm keeps sending a truck for every request, which is the cost it was trying to escape in the first place. Quote everything remotely, including panel-adjacent work, and the firm locks in a price before it knows what a mandatory notification and inspection will actually require behind the wall — a fixed quote that a compliance requirement can blow up after the customer has already accepted it. Building the boundary in up front avoided both.
The tell is a regulatory requirement that turns on what a photo cannot show. A photo shows a finished surface; Ontario’s notification-and-inspection requirement is specifically about what happens before something gets concealed — the two are pointed at different moments in the job. Any remote-quoting process in a regulated trade should be able to name, specifically, which categories of work it is willing to price sight-unseen and which it is not, and the boundary should come from what the regulator requires, not from how confident the photo looks.
A 30-minute call is enough to tell you whether AI pays for itself here.
