Model Profile

google/gemini-3.1-pro-preview

Name: google/gemini-3.1-pro-preview
Author: google

External Benchmark Shadowexternal_benchmark_shadowpublic

4,096 ctx

Use this page to decide where this model is a strong fit. Rankings below are benchmark-backed by use case, with explicit confidence and contributor metrics.

Identity

ID: external/google/gemini-3-1-pro-preview

Author: google

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 35.8%

Evidence points: 266

Raw rows: 442

Weighted rows: 33

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Coverage Diagnostics

actively scored

Use-Case Scores

136

Total Measurements

442

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60vals_finance_agent 40vals_multimodal_index 32vals_medqa 28corpfin_taxeval_public 24vals_legal_bench 24

Weighted Source Coverage

vectara_hhem_leaderboard 12vals_finance_agent 5vals_corp_fin_v2 3icelandic_llm_leaderboard 1matharena_models 1vals_case_law_v2 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Thesis red teaming use_case.fin.thesis_red_team	finance	37.7%	44.4%	24	Vals Finance Agent: overall_accuracy_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	33.8%	39.8%	24	Vals Finance Agent: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	33.1%	39.0%	24	Vals Finance Agent: overall_accuracy_pct
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	32.5%	38.0%	24	Vals Finance Agent: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	31.7%	37.4%	24	Vals Finance Agent: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	31.7%	37.4%	24	Vals Finance Agent: overall_accuracy_pct
Filings summarization (10-K/10-Q) use_case.fin.filings_summarization	finance	29.3%	34.5%	24	Vals Finance Agent: overall_accuracy_pct
Cross-paper contradiction analysis use_case.bio.paper_contradictions	biomed_science	28.6%	33.3%	20	Vals GPQA: overall_accuracy_pct
Literature synthesis with citations use_case.bio.literature_synthesis	biomed_science	28.6%	33.3%	20	Vals GPQA: overall_accuracy_pct
Component selection assistant use_case.eng.component_selection	engineering	28.5%	32.6%	18	Vals Finance Agent: overall_accuracy_pct
Simulation setup assistant use_case.eng.simulation_setup_assistant	engineering	27.5%	30.2%	16	Vals LiveCodeBench: overall_accuracy_pct
Quant research code generation use_case.fin.alpha_research_codegen	finance	25.9%	30.3%	24	Vals Finance Agent: overall_accuracy_pct

Deployment Fit Calculator

Model

google/gemini-3.1-pro-preview

external/google/gemini-3-1-pro-preview

Hardware

Quantization: 4-bit

2-bit8-bit

Insufficient

Unknown parameter count. Cannot estimate deployment fit.

Required VRAM

~0.0GB

Est. Throughput

0.00 tok/s

Deployment Fit Matrix

GPU	4-bit	6-bit	8-bit
RTX 3060 12GB	Insufficient	Insufficient	Insufficient
RTX 3090 24GB	Insufficient	Insufficient	Insufficient
RTX 4090 24GB	Insufficient	Insufficient	Insufficient
Mac Studio M2 Ultra 192GB	Insufficient	Insufficient	Insufficient