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insurance

Policy wording comparison

Compare policy wording against a standard and flag material differences.

#1 Recommendation

gemini-2.5-pro

Strong on FACTS Benchmark Suite facts_grounding_score_pct (100%) and Vectara HHEM Leaderboard overall_hallucination_error_pct (76%)

external/google/gemini-2-5-pro

32.8%

Score

45.9%

Confidence

Limited benchmark evidence for this use case.

50 ranked models with average evidence of 15.0 points. Rankings may shift as more benchmark data is ingested.

Ranked Models

30

Evidence Quality

82%

Scoring

Benchmark-backed

Top Signal

FACTS Benchmark Suite: facts_grounding_score_pct

All Ranked Models

Max params:
Min confidence:
30 of 30
RankModelScore
#1gemini-2.5-pro

Strong on FACTS Benchmark Suite facts_grounding_score_pct (100%) and Vectara HHEM Leaderboard overall_hallucination_error_pct (76%)

32.8%
#2gemini-3-pro-preview

Strong on FACTS Benchmark Suite facts_grounding_score_pct (88%) and FACTS Benchmark Suite facts_search_score_pct (100%)

31.2%
#3gpt-4.1-20250414

Strong on Vectara HHEM Leaderboard overall_hallucination_error_pct (82%) and Galileo Agent Leaderboard v2 Insurance AC (85%)

24.2%
#4Grok-4-0709
23.9%
#5claude-sonnet-4-20250514
21.2%
#6anthropic/claude-sonnet-4.6
20.9%
#7gpt-5-mini-2025-08-07
20.4%
#8gpt-5-2025-08-07
20.1%
#9google/gemini-3.1-pro-preview
19.2%
#10openai/gpt-5.4-2026-03-05
18.8%
#11gemini-2.5-flash
18.4%
#12claude-opus-4-5-20251101
18.2%
#13gpt-5.1-2025-11-13
16.7%
#14gemini-3-flash-preview
16.2%
#15google/gemini-3.1-flash-lite-preview
15.6%
#16xai-org/grok-4-fast-reasoning
15.4%
#17xai-org/grok-4-1-fast-reasoning
14.7%
#18anthropic/claude-opus-4-6-thinking
14.6%
#19gpt-5.2-2025-12-11
14.6%
#20kimi/kimi-k2.5-thinking
13.8%
#21anthropic/claude-opus-4-5-20251101-thinking
13.5%
#22qwen-2.5-72b-instruct
12.8%
#23anthropic/claude-sonnet-4-5-20250929-thinking
12.7%
#25zai/glm-5-thinking
12.3%
#26x-ai/grok-3
12.2%
#28o3-20250416
11.5%
#29mistralai/mistral-large-2512
11.4%
#30anthropic/claude-haiku-4-5-20251001-thinking
11.2%
#31alibaba/qwen3.5-flash
11.1%
#32xai-org/grok-4-1-fast-non-reasoning
11.0%

Compare Models

Model A leads by +1.5%

Shareable Link →

Model A

gemini-2.5-pro

external/google/gemini-2-5-pro

32.8%

Rank #1

Confidence 45.9%26 evidence pts

FACTS Benchmark Suite: facts_grounding_score_pct

Value 100.0% · Conf 100.0% · Weight 2.9%

facts_benchmark_suite.facts_grounding_score_pct (Mar 12, 2026)

Vectara HHEM Leaderboard: overall_hallucination_error_pct

Value 76.0% · Conf 100.0% · Weight 2.3%

vectara_hhem_leaderboard.overall_hallucination_error_pct (Mar 12, 2026)

LEXam Leaderboard: average_score_pct

Value 89.4% · Conf 100.0% · Weight 2.2%

lexam_leaderboard.average_score_pct (Mar 12, 2026)

Vals CorpFin v2: overall_accuracy_pct

Value 78.4% · Conf 100.0% · Weight 1.8%

vals_corp_fin_v2.overall_accuracy_pct (Mar 12, 2026)

Model B

gemini-3-pro-preview

external/google/gemini-3-pro-preview

31.2%

Rank #2

Confidence 40.8%24 evidence pts

FACTS Benchmark Suite: facts_grounding_score_pct

Value 88.3% · Conf 100.0% · Weight 2.5%

facts_benchmark_suite.facts_grounding_score_pct (Mar 12, 2026)

FACTS Benchmark Suite: facts_search_score_pct

Value 100.0% · Conf 100.0% · Weight 2.2%

facts_benchmark_suite.facts_search_score_pct (Mar 12, 2026)

FACTS Benchmark Suite: average_score_pct

Value 100.0% · Conf 100.0% · Weight 2.0%

facts_benchmark_suite.average_score_pct (Mar 12, 2026)

Vals Finance Agent: overall_accuracy_pct

Value 87.0% · Conf 100.0% · Weight 2.0%

vals_finance_agent.overall_accuracy_pct (Mar 12, 2026)

Ranking Diagnostics & Missing Models

Source Lift

Ranked

50

Sources

8

Quality

Insufficient

Vals CorpFin v2

vals_corp_fin_v2

42 rows

1.4% avg lift

Vals Legal Bench

vals_legal_bench

36 rows

0.4% avg lift

Vals Tax Eval v2

vals_tax_eval_v2

36 rows

0.3% avg lift

Vals MedQA

vals_medqa

35 rows

0.3% avg lift

Missing Strong Models

No obvious gaps right now.

Taxonomy Details

Core Tasks

task.compare_docs_difftask.contract_term_extraction

Required Modes

mode.long_contextmode.citationsmode.json_schema

Domains

domain.insurance_underwriting

Related Use Cases