business_productivity
Record dedupe and normalization
Deduplicate and normalize entity records for downstream systems.
#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
22.4%
Score
35.8%
Confidence
Limited benchmark evidence for this use case.
50 ranked models with average evidence of 14.8 points. Rankings may shift as more benchmark data is ingested.
Ranked Models
30
Evidence Quality
80%
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 2.3%
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)
Vals Mortgage Tax: overall_accuracy_pct
Value 99.0% · Conf 100.0% · Weight 1.7%
vals_mortgage_tax.overall_accuracy_pct (Mar 12, 2026)
Vectara HHEM Leaderboard: overall_hallucination_error_pct
Value 76.0% · Conf 100.0% · Weight 1.7%
vectara_hhem_leaderboard.overall_hallucination_error_pct (Mar 12, 2026)
Model B
gemini-3-pro-preview
external/google/gemini-3-pro-preview
Rank #2
Vals Finance Agent: overall_accuracy_pct
Value 87.0% · Conf 100.0% · Weight 2.0%
vals_finance_agent.overall_accuracy_pct (Mar 12, 2026)
FACTS Benchmark Suite: facts_grounding_score_pct
Value 88.3% · Conf 100.0% · Weight 1.8%
facts_benchmark_suite.facts_grounding_score_pct (Mar 12, 2026)
FACTS Benchmark Suite: average_score_pct
Value 100.0% · Conf 100.0% · Weight 1.7%
facts_benchmark_suite.average_score_pct (Mar 12, 2026)
Vals Mortgage Tax: overall_accuracy_pct
Value 99.3% · Conf 100.0% · Weight 1.7%
vals_mortgage_tax.overall_accuracy_pct (Mar 12, 2026)
▶Ranking Diagnostics & Missing Models
Source Lift
Ranked
50
Sources
8
Quality
Insufficient
Vals Legal Bench
vals_legal_bench
38 rows
0.4% avg lift
Vals MedQA
vals_medqa
37 rows
0.4% avg lift
Vals Tax Eval v2
vals_tax_eval_v2
37 rows
0.4% avg lift
Vals Mortgage Tax
vals_mortgage_tax
34 rows
1.4% avg lift
Missing Strong Models
No obvious gaps right now.
▶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