Insurance Underwriting on Snorkel AI Multi-Turn Insurance Underwriting 2025 (Evaluation)
100Decision AccuracyHuman-Only Manual Process
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Human-Only Manual ProcessSystem Type=Manual Baseline, Configuration=Traditional workflow2026.01 | 100 | — | 62 | — | — | 100 | 120 | 0 | |
| Agent + Adversarial CriticBackbone=Claude Sonnet 4.5, Fine-tuning=False, Prompting=Few-shot, Retrieval Augmentation=True, Agent Temperature=0.2, Critic Temperature=0, Critique Mechanism=Adversarial Self-Critique2026.01 | 96 | 3.8 | 91 | 89 | 96 | 98.5 | 20 | — | |
| LLM Agent OnlyBackbone=Claude Sonnet 4.5, Fine-tuning=False, Prompting=Few-shot, Retrieval Augmentation=True, Temperature=0.2, Critique Mechanism=None2026.01 | 92 | 11.3 | 87 | 76 | 81 | 95 | 15 | — |