business_productivity
Document expansion
Expand short drafts into structured docs without changing meaning.
#1 Recommendation
gemini-2.5-pro
Strong on Galileo Agent Leaderboard v2 Avg TSQ (79%) and FACTS Benchmark Suite facts_grounding_score_pct (100%)
external/google/gemini-2-5-pro
24.8%
Score
42.4%
Confidence
Limited benchmark evidence for this use case.
52 ranked models with average evidence of 14.7 points. Rankings may shift as more benchmark data is ingested.
Ranked Models
30
Evidence Quality
81%
Scoring
Benchmark-backed
Top Signal
Galileo Agent Leaderboard v2: Avg TSQ
All Ranked Models
Compare Models
Model A leads by +0.2%
Shareable Link →Model A
gemini-2.5-pro
external/google/gemini-2-5-pro
Rank #1
Galileo Agent Leaderboard v2: Avg TSQ
Value 79.5% · Conf 100.0% · Weight 2.4%
galileo_agent_v2.avg_tsq (Mar 12, 2026)
FACTS Benchmark Suite: facts_grounding_score_pct
Value 100.0% · Conf 100.0% · Weight 2.0%
facts_benchmark_suite.facts_grounding_score_pct (Mar 12, 2026)
OpenVLM OCRBench Official: ocrbench_score_pct
Value 90.7% · Conf 100.0% · Weight 2.0%
openvlm_ocrbench_official.ocrbench_score_pct (Mar 12, 2026)
Vals Mortgage Tax: overall_accuracy_pct
Value 99.0% · Conf 100.0% · Weight 1.7%
vals_mortgage_tax.overall_accuracy_pct (Mar 12, 2026)
Model B
gpt-4.1-20250414
external/openai/gpt-4-1-20250414
Rank #2
OpenVLM OCRBench Official: ocrbench_score_pct
Value 87.7% · Conf 100.0% · Weight 1.9%
openvlm_ocrbench_official.ocrbench_score_pct (Mar 12, 2026)
Galileo Agent Leaderboard v2: Avg TSQ
Value 64.1% · Conf 100.0% · Weight 1.9%
galileo_agent_v2.avg_tsq (Mar 12, 2026)
Vectara HHEM Leaderboard: overall_hallucination_error_pct
Value 82.5% · Conf 100.0% · Weight 1.8%
vectara_hhem_leaderboard.overall_hallucination_error_pct (Mar 12, 2026)
OpenVLM TextVQA Official: textvqa_score_pct
Value 76.8% · Conf 100.0% · Weight 1.7%
openvlm_textvqa_official.textvqa_score_pct (Mar 12, 2026)
▶Ranking Diagnostics & Missing Models
Source Lift
Ranked
52
Sources
8
Quality
Insufficient
Vals MedQA
vals_medqa
37 rows
0.4% avg lift
Vals Legal Bench
vals_legal_bench
36 rows
0.4% avg lift
Vals Tax Eval v2
vals_tax_eval_v2
35 rows
0.4% avg lift
Vals Mortgage Tax
vals_mortgage_tax
33 rows
1.4% avg lift
Missing Strong Models
gpt-4o-20241120
external/openai/gpt-4o-20241120
Rank #49
10.7%
▶Taxonomy Details
Core Tasks
Required Modes
Domains
Related Use Cases
business_productivity
Knowledge base Q&A (fast, no citations)
Answer KB questions grounded in retrieved text without citations.
Top: gemini-3-pro-preview
business_productivity
Knowledge base Q&A (with citations)
Answer questions grounded in an internal KB, with evidence.
Top: gemini-3-pro-preview
business_productivity
Decision memo
Recommend a decision with options, constraints, and risks.
Top: gemini-2.5-pro
business_productivity
Executive briefing
Turn raw notes into a short executive brief with risks and actions.
Top: gemini-2.5-pro