Does AI send quotes to customers without me?

No, and you should be wary of anything that claims to. Photo analysis produces a smarter first-pass number that you review and approve before anything goes out.

How many photos can a customer upload?

Up to five. Those photos are read by GPT-4o Vision to identify the work, estimate scope, judge access and condition, and adjust costs accordingly.

What happens when the AI is not confident?

It flags the read for in-person review rather than passing it off as certain, so you know which jobs genuinely need a site visit before you commit to a number.

What AI Photo Analysis Actually Does for Contractor Quotes

AI will not quote your jobs blind, and you should not let it. Here is what photo analysis actually does in a quoting tool, what it does not, and why it matters.