insurance
FNOL structuring
Extract structured FNOL fields from claims narratives.
#1 Recommendation
gpt-4.1-20250414
Strong on Galileo Agent Leaderboard v2 Insurance AC (85%) and MMLongBench-Doc Leaderboard acc_score_pct (75%)
external/openai/gpt-4-1-20250414
21.9%
Score
31.2%
Confidence
Limited benchmark evidence for this use case.
49 ranked models with average evidence of 13.0 points. Rankings may shift as more benchmark data is ingested.
Ranked Models
30
Evidence Quality
79%
Scoring
Benchmark-backed
Top Signal
Galileo Agent Leaderboard v2: Insurance AC
All Ranked Models
Compare Models
Model A leads by +2.2%
Shareable Link →Model A
gpt-4.1-20250414
external/openai/gpt-4-1-20250414
Rank #1
Galileo Agent Leaderboard v2: Insurance AC
Value 85.5% · Conf 100.0% · Weight 3.9%
galileo_agent_v2.insurance_ac (Mar 12, 2026)
MMLongBench-Doc Leaderboard: acc_score_pct
Value 74.6% · Conf 100.0% · Weight 2.4%
mmlongbench_doc_leaderboard.acc_score_pct (Mar 12, 2026)
Galileo Agent Leaderboard v2: Avg AC
Value 100.0% · Conf 100.0% · Weight 2.3%
galileo_agent_v2.avg_ac (Mar 12, 2026)
Galileo Agent Leaderboard v2: Insurance TSQ
Value 35.0% · Conf 100.0% · Weight 1.1%
galileo_agent_v2.insurance_tsq (Mar 12, 2026)
Model B
claude-sonnet-4-20250514
external/anthropic/claude-sonnet-4-20250514
Rank #2
Galileo Agent Leaderboard v2: Insurance TSQ
Value 97.5% · Conf 100.0% · Weight 3.1%
galileo_agent_v2.insurance_tsq (Mar 12, 2026)
Galileo Agent Leaderboard v2: Insurance AC
Value 61.8% · Conf 100.0% · Weight 2.8%
galileo_agent_v2.insurance_ac (Mar 12, 2026)
Galileo Agent Leaderboard v2: Avg AC
Value 84.8% · Conf 100.0% · Weight 1.9%
galileo_agent_v2.avg_ac (Mar 12, 2026)
Galileo Agent Leaderboard v2: Avg TSQ
Value 94.9% · Conf 100.0% · Weight 1.5%
galileo_agent_v2.avg_tsq (Mar 12, 2026)
▶Ranking Diagnostics & Missing Models
Source Lift
Ranked
49
Sources
8
Quality
Insufficient
Vals CorpFin v2
vals_corp_fin_v2
37 rows
0.5% avg lift
Vals Legal Bench
vals_legal_bench
36 rows
0.6% avg lift
Vals Tax Eval v2
vals_tax_eval_v2
36 rows
0.6% avg lift
Vals GPQA
vals_gpqa
35 rows
0.5% avg lift
Missing Strong Models
zai/glm-5-thinking
external/zai/glm-5-thinking
Rank #32
13.0%
x-ai/grok-3
external/x-ai/grok-3
Rank #35
12.1%
qwen/qwen3-max
external/qwen/qwen3-max
Rank #55
10.3%
Command A (03-2025)
external/cohere/command-a-03-2025
Rank #72
8.5%
▶Taxonomy Details
Core Tasks
Required Modes
Domains
Related Use Cases
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Claims summary
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Top: gpt-4.1-20250414