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insurance

Best LLM for Claims Processing

Compare models for summarizing claim history into timeline, status, and open items.

#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

27.7%

Score

39.3%

Confidence

20

Evidence

Runners-up:#2 claude-sonnet-4-20250514 (21.9%)#3 gemini-2.5-pro (21.9%)#4 Grok-4-0709 (21.6%)

Ranked Models

30

Evidence Quality

80%

Scoring

Benchmark-backed

Top Signal

MMLongBench-Doc Leaderboard: acc_score_pct

All Ranked Models

Max params:
Min confidence:
30 of 30
RankModelScore
#1gpt-4.1-20250414

Strong on MMLongBench-Doc Leaderboard acc_score_pct (75%) and Galileo Agent Leaderboard v2 Insurance AC (85%)

27.7%
#2claude-sonnet-4-20250514

Strong on Galileo Agent Leaderboard v2 Insurance TSQ (98%) and Galileo Agent Leaderboard v2 Insurance AC (62%)

21.9%
#3gemini-2.5-pro

Strong on Galileo Agent Leaderboard v2 Insurance AC (64%) and Galileo Agent Leaderboard v2 Insurance TSQ (83%)

21.9%
#4Grok-4-0709
21.6%
#5qwen-2.5-72b-instruct
20.3%
#6gemini-2.5-flash
18.1%
#7gemini-3-pro-preview
14.9%
#9gpt-4o-20241120
14.2%
#10gpt-4.1-mini-20250414
13.5%
#11google/gemini-3.1-pro-preview
13.5%
#13gpt-4o
13.1%
#15Kimi-K2-Instruct
12.9%
#16GLM-4.5-Air
12.6%
#17gpt-5-2025-08-07
12.5%
#18openai/gpt-5.4-2026-03-05
12.3%
#19gpt-5.1-2025-11-13
11.9%
#20anthropic/claude-sonnet-4.6
11.8%
#21claude-opus-4-5-20251101
11.8%
#23gpt-5-mini-2025-08-07
11.5%
#24anthropic/claude-opus-4-6-thinking
11.2%
#25gemini-3-flash-preview
11.2%
#26gpt-5.2-2025-12-11
11.1%
#27anthropic/claude-opus-4-5-20251101-thinking
10.9%
#28deepseek-v3
10.8%
#29openai/gpt-4o-mini-2024-07-18
10.2%
#30kimi/kimi-k2.5-thinking
10.0%
#31Llama-2-7b-chat-hf
10.0%
#33anthropic/claude-sonnet-4-5-20250929-thinking
9.9%
#34xai-org/grok-4-fast-reasoning
9.8%
#35Qwen3-235B-A22B-Thinking-2507
9.6%

Head-to-Head: #1 vs #2

#1

Top Pick

gpt-4.1-20250414

Strong on MMLongBench-Doc Leaderboard acc_score_pct (75%) and Galileo Agent Leaderboard v2 Insurance AC (85%)

27.7%

Conf 39.3%

#2

claude-sonnet-4-20250514

Strong on Galileo Agent Leaderboard v2 Insurance TSQ (98%) and Galileo Agent Leaderboard v2 Insurance AC (62%)

21.9%

Conf 30.4%

Full Comparison with Benchmark Evidence →
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