Section 06 of 12 / Answers
Expert Q&A
Decide which questions to put to experts before you commit to a supplier.
- Pages
- 21
- Sources cited
- 25
- Evidence date
- 20 Oct 2026

Pages in this section
- 01What does this research mean by an accepted property claim file?For this desk, an accepted file is a production deliverable that passes a documented carrier-approved preparation standard.Read →
- 02Which recognised experts should buyers put these questions to?Recruit a balanced panel rather than allowing software suppliers to define both the problem and the acceptance test.Read →
- 03What exactly must a file pass before you call it “carrier-ready”?Answer framing: Acceptance should be a written, version-controlled test of the production deliverable—not a synonym for upload completion or a supplier’s internal QA status.Read →
- 04Who pays when a cheap estimate becomes an expensive accepted file?Answer framing: Compare the full production workflow on a consistent cohort, with a separate reconciliation from released staff time to actual budget changes.Read →
- 05When is in-house estimating better than outsourced property claims production?Answer framing: Make the recommendation task by task, against an improved internal comparator.Read →
- 06What evidence must exist before production is allowed to begin?Answer framing: Establish an input-sufficiency gate that distinguishes missing facts from facts that can reasonably be derived.Read →
- 07Was that supplement new information—or a defect the producer should have caught?Answer framing: Classify revisions by what became known when, not by which organisation last touched the file.Read →
- 08When a supplier says “accurate”, what exactly has been measured?Answer framing: Require separate measures for rule compliance, evidence support, estimate correctness and whole-file acceptance.Read →
- 09Would the pilot still pass if the carrier selected every file and every reviewer?Answer framing: Use buyer-controlled selection, an independently adjudicated reference standard and a locked evaluation set.Read →
- 10Show us a file the AI refused to complete. What happened next?Answer framing: A useful system needs a defined route for insufficient evidence and uncertainty, with a human who has the time, competence and authority to resolve it.Read →
- 11Which carrier rules should be automated—and which require judgement?Answer framing: Automate approved, testable requirements while preserving escalation for conflicts involving policy terms, facts, applicable law or repair judgement.Read →
- 12Can the integration preserve the file when transfers fail or versions collide?Answer framing: Test the full assignment-to-return workflow, including failures.Read →
- 13At which task does production support become regulated adjusting?Answer framing: Obtain a state-by-state, task-specific legal analysis.Read →
- 14Can we examine the AI and data controls behind the subcontractor’s subcontractor?Answer framing: Require enough contractual access, documentation and testing to govern the deployed workflow—not necessarily access to proprietary model weights.Read →
- 15Can we reconstruct an old estimate after the system changes—or after we leave?Answer framing: Test record reconstruction and exit before signing, while reconciling retention with privacy, legal holds and applicable disclosure obligations.Read →
- 16Which revisions are included—and can the service-level clock be gamed?Answer framing: Normalise the purchased work, billing unit and correction obligations before comparing prices.Read →
- 17How much accepted output can you sustain during a catastrophe—not just how many drafts?Answer framing: Stress-test intake, production, technical review, correction and hand-off together.Read →
- 18What evidence would make you advise the carrier not to buy?Answer framing: A credible recommendation must be reversible.Read →
- 19What should an expert interview produce beyond a quotation?For each interview, request one usable piece of evidence and one challenge to the desk’s proposed method.Read →
- 20What remains unproven?The public evidence establishes relevant regulatory expectations, documented software functions, differing supplier scopes and credible prospective contributors.Read →
- 21SourcesPrimary regulatory, official technical and first-party operating sources are prioritised below.Read →
Research quality
- Buyer fit
- 9/10
- Depth
- 9/10
- Search coverage
- 9/10
- Sources
- 8/10
The desk’s own rating of fit, depth, search coverage and sourcing for this section. It is not an external audit.