Research
Digital Claims
Benchmark
What’s really changing in claims operations
We survey practitioners on cycle times, tooling, staffing, and customer outcomes across the claim journey. Results are segmented by line of business and organization size so you can benchmark reality, not hype. Each report includes methodology, confidence intervals, and plain-English takeaways for leaders and teams. Use it to prioritize improvements with data you can defend.
- Benchmarks
- Trends
- Takeaways
- Methods
Appraisal Outcomes
Across Jurisdictions
Where appraisal delivers clarity—fast
We synthesize public awards and practitioner inputs to map when appraisal reduces disputes and when it stalls. You’ll see patterns by jurisdiction, loss type, and evidence quality, plus common pitfalls that derail awards. The paper highlights role clarity, exhibit standards, and timelines that work in practice. Use it to decide if appraisal fits—and to prep better when it does.
- Patterns
- Pitfalls
- Prep
- Timelines
SIU Tools:
Field Validation
Separating useful AI from workflow noise
We test common SIU screening tools against field-verified scenarios to see where they help and where they distract. Precision, recall, and reviewer effort are compared with human-first baselines. The brief includes a repeatable testing protocol you can adapt internally. Start with the workflow, then plug in the tech that truly reduces effort per valid hit.
- Protocol
- Metrics
- Baselines