Use the playlist to produce testable requirements. Do not use it as a substitute for a representative pilot. The following is the desk’s proposed evaluation method, not a performance claim made by the speakers.
First, agree what an accepted file means
Before comparing managed production, outsourced estimate writing or an improved internal team, document:
- The required estimate format and supporting documents.
- The evidence needed to support material quantities and scope decisions.
- The difference between a minor correction and a material defect.
- The treatment of missing inspection inputs and contradictory instructions.
- The person authorised to accept, return or escalate the file.
- Which coverage, reserving and settlement decisions remain outside production scope.
Avoid defining acceptance as simply uploading an estimate or entering a review queue. Use the carrier’s approved rubric as the test.
Then, measure accepted-file economics rather than drafting speed
For the pilot, we recommend:
Cost per accepted file = attributable production, review, correction, exception, reinspection and allocated implementation costs ÷ accepted files in the same defined cohort.
Keep unresolved files visible, separate inspection-originated defects from production errors, and do not count the same labour twice. Report released staff hours separately from cash savings; an hour available for other work is not automatically a budget reduction.
| Evaluation question | Evidence to request | Proposed measure |
|---|---|---|
| Is inspection evidence sufficient? | Redacted input packs and missing-information logs | Clarifications and attributable reinspections |
| Does production meet the agreed standard? | First submissions and reviewer dispositions | First-pass acceptance and material-error rate |
| Does automation reduce total effort? | Time records across all participating teams | Review and correction minutes per file |
| Can reviewers trace the output? | Evidence references, versions and exception records | Time to verify selected material items |
| Does the hand-off work? | Import results, attachment checks and assignment history | Failed transfers and manual touches |
| Does capacity survive a surge? | A volume scenario covering production and review | Queue age and elapsed time to usable file |
Finally, challenge the commercial scope
Use these questions in supplier demonstrations and tender clarification sessions:
- What is included? Estimate drafting only, or photographs, narrative, supporting documents and QA?
- Who resolves defects? Separate production mistakes from missing inspection evidence and new information.
- What counts as a revision? Define included correction work before comparing prices.
- What remains with the carrier? Include review, exception handling, rule maintenance and acceptance.
- What changes during a catastrophe? Ask about both production capacity and technical-review coverage.
- What can we export on exit? Test the usable estimate, evidence package, versions and approval history.
These questions are intended to make internal production, managed services and targeted automation comparable without treating them as interchangeable products.