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Best LLM for Data Analysis Narratives

Ranked models for generating weekly KPI narratives and investigation suggestions from data.

#1 Recommendation

gemini-3-pro-preview

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

external/google/gemini-3-pro-preview

24.3%

Score

31.6%

Confidence

23

Evidence

Runners-up:#2 gemini-2.5-pro (21.3%)#3 anthropic/claude-sonnet-4.6 (17.5%)#4 gpt-5-mini-2025-08-07 (17.2%)

Ranked Models

30

Evidence Quality

81%

Scoring

Benchmark-backed

Top Signal

FACTS Benchmark Suite: facts_grounding_score_pct

All Ranked Models

Max params:
Min confidence:
30 of 30
RankModelScore
#1gemini-3-pro-preview

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

24.3%
#2gemini-2.5-pro

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

21.3%
#3anthropic/claude-sonnet-4.6

Strong on Vals Finance Agent overall_accuracy_pct (100%) and Vals CorpFin v2 overall_accuracy_pct (91%)

17.5%
#4gpt-5-mini-2025-08-07
17.2%
#5gpt-4.1-20250414
17.1%
#6gpt-5-2025-08-07
16.9%
#7Grok-4-0709
16.6%
#8google/gemini-3.1-pro-preview
16.1%
#9openai/gpt-5.4-2026-03-05
15.8%
#10claude-opus-4-5-20251101
15.3%
#11gpt-5.1-2025-11-13
14.0%
#12claude-sonnet-4-20250514
14.0%
#13qwen-2.5-72b-instruct
13.9%
#15gemini-3-flash-preview
13.7%
#16google/gemini-3.1-flash-lite-preview
13.1%
#17gemini-2.5-flash
13.0%
#18gpt-4o-20241120
13.0%
#19xai-org/grok-4-fast-reasoning
12.9%
#20xai-org/grok-4-1-fast-reasoning
12.3%
#21anthropic/claude-opus-4-6-thinking
12.3%
#22gpt-5.2-2025-12-11
12.3%
#23gpt-4o-2024-08-06
11.8%
#24kimi/kimi-k2.5-thinking
11.6%
#26anthropic/claude-opus-4-5-20251101-thinking
11.3%
#27gpt-4o
11.2%
#28deepseek/deepseek-r1
11.1%
#30x-ai/grok-3
10.8%
#31anthropic/claude-sonnet-4-5-20250929-thinking
10.6%
#32grok/grok-4.20-beta-0309-reasoning
10.4%
#34zai/glm-5-thinking
10.3%

Head-to-Head: #1 vs #2

#1

Top Pick

gemini-3-pro-preview

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

24.3%

Conf 31.6%

#2

gemini-2.5-pro

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

21.3%

Conf 31.5%

Full Comparison with Benchmark Evidence →
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