insurance
Underwriting submission ingest
Convert messy submission docs into structured underwriting fields.
#1 Recommendation
gpt-4.1-20250414
Strong on MMLongBench-Doc Leaderboard acc_score_pct (75%) and Galileo Agent Leaderboard v2 Insurance AC (85%)
external/openai/gpt-4-1-20250414
21.2%
Score
30.0%
Confidence
Limited benchmark evidence for this use case.
32 ranked models with average evidence of 13.5 points. Rankings may shift as more benchmark data is ingested.
Ranked Models
30
Evidence Quality
79%
Scoring
Benchmark-backed
Top Signal
MMLongBench-Doc Leaderboard: acc_score_pct
All Ranked Models
Compare Models
Model A leads by +4.1%
Shareable Link →Model A
gpt-4.1-20250414
external/openai/gpt-4-1-20250414
Rank #1
MMLongBench-Doc Leaderboard: acc_score_pct
Value 74.6% · Conf 100.0% · Weight 3.5%
mmlongbench_doc_leaderboard.acc_score_pct (Mar 12, 2026)
Galileo Agent Leaderboard v2: Insurance AC
Value 85.5% · Conf 100.0% · Weight 3.1%
galileo_agent_v2.insurance_ac (Mar 12, 2026)
Galileo Agent Leaderboard v2: Avg AC
Value 100.0% · Conf 100.0% · Weight 1.8%
galileo_agent_v2.avg_ac (Mar 12, 2026)
Galileo Agent Leaderboard v2: Insurance TSQ
Value 35.0% · Conf 100.0% · Weight 0.9%
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 2.5%
galileo_agent_v2.insurance_tsq (Mar 12, 2026)
Galileo Agent Leaderboard v2: Insurance AC
Value 61.8% · Conf 100.0% · Weight 2.2%
galileo_agent_v2.insurance_ac (Mar 12, 2026)
Galileo Agent Leaderboard v2: Avg AC
Value 84.8% · Conf 100.0% · Weight 1.5%
galileo_agent_v2.avg_ac (Mar 12, 2026)
Galileo Agent Leaderboard v2: Avg TSQ
Value 94.9% · Conf 100.0% · Weight 1.2%
galileo_agent_v2.avg_tsq (Mar 12, 2026)
▶Ranking Diagnostics & Missing Models
Source Lift
Ranked
32
Sources
8
Quality
Insufficient
Vals CorpFin v2
vals_corp_fin_v2
23 rows
0.4% avg lift
Vals Legal Bench
vals_legal_bench
21 rows
0.5% avg lift
Vals Tax Eval v2
vals_tax_eval_v2
21 rows
0.5% avg lift
Vals MedQA
vals_medqa
20 rows
0.5% avg lift
Missing Strong Models
gpt-5.2-2025-12-11
external/openai/gpt-5-2-2025-12-11
Rank #16
16.2%
anthropic/claude-opus-4-6-thinking
external/anthropic/claude-opus-4-6-thinking
Rank #17
16.1%
anthropic/claude-opus-4-5-20251101-thinking
external/anthropic/claude-opus-4-5-20251101-thinking
Rank #21
15.2%
anthropic/claude-sonnet-4-5-20250929-thinking
external/anthropic/claude-sonnet-4-5-20250929-thinking
Rank #28
14.1%
▶Taxonomy Details
Core Tasks
Required Modes
Domains
Related Use Cases
insurance
Litigation risk memo
Summarize a claim into litigation risk drivers and mitigation steps.
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Policy wording comparison
Compare policy wording against a standard and flag material differences.
Top: gemini-2.5-pro
insurance
Fraud signal summary
Summarize potential fraud indicators with conservative evidence framing.
Top: gemini-2.5-pro
insurance
Claims summary
Summarize claim history into timeline, status, and open items.
Top: gpt-4.1-20250414