EXPOSED
The core loop — look at damage photos, identify damaged panels, pull labor times and part prices from CCC/Mitchell/Audatex, and write an estimate — is exactly what photo-AI triage tools already do at usable quality, and carriers have been pushing claimants toward self-service photo estimates for years. What holds is the physical side: teardown inspections, spotting hidden structural or frame damage a photo hides, verifying salvage and total-loss condition, and arguing supplements face-to-face with body shop managers. A handful of states license auto damage appraisers and a few require in-person inspection above a dollar threshold, which is a real but narrow and politically erodible shield.
Core tasks are already automatable. Writing a line-item estimate in CCC ONE or Mitchell from photos of a struck quarter panel is the job's daily volume, and the labor times, paint hours, and part prices you key in are already database lookups an ML model does faster — which is why carriers now route a majority of drivable, sub-$5k claims through photo apps without an appraiser touching them at all.
Some physical or field component. The 10 reflects a split week: half of it is at a desk in an estimating platform, the other half is standing in a body shop or salvage yard with a flashlight and paint gauge checking for pushed frame rails, crushed unibody, or airbag deployment that a claimant's cell phone photo will never show — physical, but in shops and lots, not on a roadside in traffic.
Certification preferred, not legally required. Roughly a dozen states (FL, MA, CT among them) license auto damage appraisers and Massachusetts requires a personal in-person inspection above a dollar threshold, but the carrier — not you — is the party bound by the policy and named in a bad-faith suit, so the licence gates who may write the estimate without making you personally answerable for it.
Some relationship component. Your working relationships are with a handful of shop managers you negotiate supplements with repeatedly, which has real value, but the claimant meets you once, does not choose you, and cares only about the number — no book of business follows you if you change carriers.
Meaningful discretion. You decide repair-versus-replace on a bumper cover, whether to allow a shop's blend time, and when a vehicle crosses the total-loss threshold — real calls with dollars attached, but bounded by the carrier's guidelines, the ACV report, and state total-loss formulas, and reviewable by a supervisor or appraisal clause arbitration.
Has AI actually changed your work?