United StatesFinance and insurance2026 – ongoingRyan Specialty
AI-assisted underwriting audit selection
Ryan Specialty reported auditing 5 times as many underwriting files with AI assistance
Problem
Underwriting oversight required selecting files for review. Ryan wanted broader coverage and better targeting.
Approach
Ryan used AI to support underwriting audits. Management reported expanded review volumes and improved selection of files requiring attention.
Results
5xunderwriting files audited compared with the previous year, according to management
Takeaway
Audit volume increased, but Ryan did not disclose a measured improvement in audit accuracy.
Categories
- Industry
- Finance and insurance
- Business function
- Finance, risk and legal
- Innovation type
- Process innovation
- AI technology
- Predictive analytics and ML
- Adoption
- Built in-house
- Evidence
- Company's own claim
Sources
Source summaries
[1]Coverager2026
Management reported a 5-fold increase in underwriting files audited with AI assistance. It also said file selection had improved.
Full details are in the original sources.
Added 1 Nov 2026 · Updated 1 Nov 2026