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Insurance Appraisers, Auto Damage

Insurance Appraisers, Auto Damage score 50 out of 100, which is elevated exposure to AI. That ranks #214 of 923 US occupations, where #1 is the most exposed. Of the 7 tasks in this job, AI could speed up 0 on its own and 7 more with extra software built on top of it. In April–May 2026, 1 of these tasks showed up in real conversations with Claude, Anthropic's AI assistant.

50/ 100
Elevated
Rank
#214of 923 jobs
US workers
11,560BLS, May 2025
Median pay
$78,240a year
In real AI use
1 of 7tasks, April–May 2026

Task by task

Each task this job involves, as listed by O*NET, rated on whether a large language model like GPT-4 could cut the time it takes by at least half at the same quality. Tasks marked Seen in real AI use appeared in conversations with Claude in April–May 2026 (Anthropic Economic Index).

  • AI can speed this up on its own: 0 (0%)
  • AI can speed this up with extra software: 7 (100%)
  • Little or no AI speed-up: 0 (0%)
  • Evaluate practicality of repair as opposed to payment of market value of vehicle before accident.AI can speed this up with extra software · core task
  • Review repair cost estimates with automobile repair shop to secure agreement on cost of repairs.AI can speed this up with extra software · core task
  • Examine damaged vehicle to determine extent of structural, body, mechanical, electrical, or interior damage.AI can speed this up with extra software · core task
  • Prepare insurance forms to indicate repair cost estimates and recommendations.AI can speed this up with extra software · core task
  • Estimate parts and labor to repair damage, using standard automotive labor and parts cost manuals and knowledge of automotive repair.AI can speed this up with extra software · core task · Seen in real AI use
  • Determine salvage value on total-loss vehicle.AI can speed this up with extra software · core task
  • Arrange to have damage appraised by another appraiser to resolve disagreement with shop on repair cost.AI can speed this up with extra software · core task

Similar jobs, lower exposure

Related occupations that score at least 10 points lower.

Other jobs in this field

Business and Financial Operations occupations close to this one.

Questions about insurance appraisers, auto damage and AI

Will AI replace insurance appraisers, auto damage?

Not entirely. Parts of the job are likely to change as AI takes over routine tasks. Insurance Appraisers, Auto Damage score 50 out of 100 (elevated exposure), #214 of 923 US jobs. AI could speed up 7 of the job's 7 tasks, 0 of them on its own. Exposure means the work is likely to change, not that the job will disappear.

Which insurance appraisers, auto damage tasks can AI do?

The most exposed tasks include "Evaluate practicality of repair as opposed to payment of market value of vehicle before accident"; "Review repair cost estimates with automobile repair shop to secure agreement on cost of repairs"; "Examine damaged vehicle to determine extent of structural, body, mechanical, electrical, or interior damage".

Which insurance appraisers, auto damage tasks are hardest for AI?

Every task in this job has some AI exposure, though 7 of them need extra software built around the AI.

Are people already using AI for this work?

Yes. In April–May 2026, 1 of the 7 tasks showed up in real conversations with Claude, according to the Anthropic Economic Index.

How many people work as insurance appraisers, auto damage, and what do they earn?

About 11,560 people in the US, with median pay of $78,240 a year (BLS, May 2025).

How to read this score. Exposure measures how much of the work AI could speed up, not whether the job will disappear. A highly exposed job can change shape, with people spending less time on routine tasks and more on the rest. The score counts tasks AI can speed up on its own in full, and tasks that need extra software at half weight.

The ratings come from published research based on GPT-4 (2023). To show what's happening now, each task is also checked against the latest Anthropic Economic Index, which records which tasks people actually use AI for. That data is refreshed automatically when Anthropic publishes a new release. Read the full method.

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