Start by identifying which work is unnecessary, repeated or assigned to the wrong role.

Then test a change against the complete inspection-to-acceptance process, rather than assuming faster drafting creates an equivalent reduction in claims expense.

Use this diagnostic sequence:

1. Map the actual hand-offs. Include email requests, attachment uploads, informal reviewer edits and supplier resubmissions.
2. Measure the retained carrier work. Separate first review, correction, exception handling and approval.
3. Identify defect origins. Missing field evidence requires a different intervention from an incorrect quantity copied during production.
4. Improve one controllable bottleneck. Options include better intake instructions, clearer estimating rules, targeted automation or a managed service.
5. Compare like-for-like files. Hold loss mix, evidence quality and acceptance criteria as constant as practicable.
6. Check what the benefit actually is. Distinguish released staff capacity, avoided overtime and genuine reductions in external spending.

Estimate review is a substantive activity, not merely opening a PDF. For example, Crawford’s public Estimate Reviewer Engineer role includes checking proposed repairs, recording revisions in XactAnalysis, applying client guidelines and communicating revision requests. That posting supports including those tasks in a cost study; it does not establish their average duration across carriers. (fa-esau-saasfaprod1.fa.ocs.oraclecloud.com)

Do not use smaller estimates as the production-efficiency target. Test whether the estimate is supported and the file is usable, while measuring indemnity-related accuracy separately.