Claims resolution: 30 days → Leaders: 7.5 days
91% of insurers are adopting AI by 2025. Leaders achieve 2-second FNOL processing, 75-85% claims automation, and 95%+ fraud detection in a $10.36B AI insurance market growing at 35.7% CAGR.
Performance benchmarks
How AI-transformed insurers compare against the industry on key claims and underwriting metrics.
What global leaders are doing
Industry examples from publicly reported initiatives — not Xamun projects. Included to illustrate what AI transformation looks like in this sector.
How leading insurers deploy AI across claims, underwriting, and fraud detection.
- ✓ 2-second claims payout (world record)
- ✓ AI Jim handles ~1/3 of all claims autonomously
- ✓ 30% reduction in claims processing costs
- ✓ 90%+ customer satisfaction for AI interactions
- ✓ Liability assessment: 23 days shorter (complex cases)
- ✓ Claims routing accuracy: 30% improvement
- ✓ Customer complaints: 65% reduction
- ✓ 60%+ of initial intake automated
- ✓ Customer NPS: +15 points from speed improvements
- ✓ 60-second underwriting to policy issuance
- ✓ 95% automated claims approval rate
The transformation opportunity
What changes when a mid-market regional insurer ($300M in premiums) deploys AI across the insurance lifecycle.
- ✗ Claims processing: 20-30 days average
- ✗ Manual review: 50-60% of claims
- ✗ Fraud detection: 85%
- ✗ Underwriting time: 2-5 days
- ✗ Cost per claim: 15-20% of payout
- ✗ Customer NPS: 60-70
- ✓ Claims resolution: 7-10 days (70% reduction)
- ✓ Manual review: 15% (73% reduction)
- ✓ Fraud detection: 96% (+11 points)
- ✓ Underwriting cycle: 2 hours (99% reduction)
- ✓ Cost per claim: 10% of payout (44% reduction)
- ✓ Customer NPS: 78 (+13 points)
We build it, run it with your team — and you pay per policy processed.
No upfront CAPEX — we invest the build ourselves. Once it’s live, you pay a small toll per policy quoted, bound or renewed the system processes: a small fraction of the value each one creates. A slow month means a small invoice; if it doesn’t run, you don’t pay.
We’re not a vendor shipping software into your operation. For the operation we run, we’re part of your company — in your numbers every week, paid only as they move. Where processed policies aren’t the honest measure, the Licence door applies instead: one capital fee for the bottleneck, full source delivered, final payment at done. The accountability doesn’t change, only how you pay.
How Xamun delivers
From intelligence to production in weeks, not quarters.
Xamun Intelligence benchmarks your claims pipeline against AI-transformed leaders. Maps FNOL bottlenecks, fraud detection gaps, and underwriting inefficiencies across your book of business.
Automated FNOL chatbot intake, intelligent claims triage and routing, fraud detection engines with behavioral network analysis, automated underwriting with risk scoring, and predictive loss prevention systems.
Intelligence assessment in 2 weeks. First AI claims triage module live in 6-8 weeks. Full claims automation within 12 weeks. Built-in measurement tracks resolution times, fraud rates, and NPS from Day 1.
Transform your insurance operations
See how mid-market insurers are cutting claims resolution by 70% and cost per claim by 44%. Book a discovery call to benchmark your claims pipeline. No upfront cost — you pay only when the system runs.
Book a Discovery →