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real_estate

Title document search assistant (RAG grounded)

Navigate and answer questions across a corpus of property documents.

#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

27.2%

Score

35.4%

Confidence

Runners-up:#2 gemini-2.5-pro (25.2%)#3 gpt-4.1-20250414 (23.3%)#4 Grok-4-0709 (19.7%)

Limited benchmark evidence for this use case.

49 ranked models with average evidence of 14.6 points. Rankings may shift as more benchmark data is ingested.

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%)

27.2%
#2gemini-2.5-pro

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

25.2%
#3gpt-4.1-20250414

Strong on MMLongBench-Doc Leaderboard acc_score_pct (75%) and Galileo Agent Leaderboard v2 Avg AC (100%)

23.3%
#4Grok-4-0709
19.7%
#5anthropic/claude-sonnet-4.6
19.6%
#6gpt-5-mini-2025-08-07
19.2%
#7gpt-5-2025-08-07
18.9%
#8google/gemini-3.1-pro-preview
18.0%
#9openai/gpt-5.4-2026-03-05
17.7%
#10claude-sonnet-4-20250514
17.3%
#11claude-opus-4-5-20251101
17.1%
#12gemini-2.5-flash
16.1%
#13gpt-5.1-2025-11-13
15.7%
#14gemini-3-flash-preview
15.3%
#15google/gemini-3.1-flash-lite-preview
14.7%
#16xai-org/grok-4-fast-reasoning
14.5%
#17xai-org/grok-4-1-fast-reasoning
13.8%
#18anthropic/claude-opus-4-6-thinking
13.7%
#19gpt-5.2-2025-12-11
13.7%
#20kimi/kimi-k2.5-thinking
13.0%
#21anthropic/claude-opus-4-5-20251101-thinking
12.7%
#22anthropic/claude-sonnet-4-5-20250929-thinking
11.9%
#24zai/glm-5-thinking
11.6%
#25x-ai/grok-3
11.5%
#26o3-20250416
10.8%
#27mistralai/mistral-large-2512
10.7%
#28anthropic/claude-haiku-4-5-20251001-thinking
10.5%
#29alibaba/qwen3.5-flash
10.4%
#30xai-org/grok-4-1-fast-non-reasoning
10.4%
#31Kimi K2 Thinking
9.6%

Compare Models

Model A leads by +1.9%

Shareable Link →

Model A

gemini-3-pro-preview

external/google/gemini-3-pro-preview

27.2%

Rank #1

Confidence 35.4%23 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)

Model B

gemini-2.5-pro

external/google/gemini-2-5-pro

25.2%

Rank #2

Confidence 38.2%23 evidence pts

FACTS Benchmark Suite: facts_grounding_score_pct

Value 100.0% · Conf 100.0% · Weight 2.8%

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)

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)

Galileo Agent Leaderboard v2: Avg AC

Value 58.7% · Conf 100.0% · Weight 1.7%

galileo_agent_v2.avg_ac (Mar 12, 2026)

▶Ranking Diagnostics & Missing Models

Source Lift

Ranked

49

Sources

8

Quality

Insufficient

Vals CorpFin v2

vals_corp_fin_v2

42 rows

1.4% avg lift

Vals Legal Bench

vals_legal_bench

37 rows

0.4% avg lift

Vals Tax Eval v2

vals_tax_eval_v2

37 rows

0.3% avg lift

Vals MedQA

vals_medqa

36 rows

0.3% avg lift

Missing Strong Models

gpt-4o

external/openai/gpt-4o

Rank #22

15.2%

Thin evidence after weighting
▶Taxonomy Details

Core Tasks

task.kb_navigationtask.rag_answer_with_citations

Required Modes

mode.citations

Domains

domain.real_estate_title_docs

Related Use Cases

real_estate

Lease abstraction

Extract key lease terms and schedules into structured output.

Top: gemini-3-pro-preview

real_estate

Title-like document entity extraction

Extract and reconcile owners/entities across fragmented property docs.

Top: gpt-4.1-20250414