Model Profile

gemini-3-pro-preview

Name: gemini-3-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-pro-preview

Author: google

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 51.8%

Evidence points: 334

Raw rows: 588

Weighted rows: 56

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Coverage Diagnostics

actively scored

Use-Case Scores

143

Total Measurements

588

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60vals_mgsm 48vals_finance_agent 40vals_multimodal_index 32corpfin_taxeval_public 28vals_medqa 28

Weighted Source Coverage

vectara_hhem_leaderboard 12vals_finance_agent 5basedagi_doc_summarization_eval 4basedagi_kb_qna_eval 4basedagi_log_triage_eval 4basedagi_support_bot_eval 4

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Thesis red teaming use_case.fin.thesis_red_team	finance	47.2%	60.7%	29	Vals Finance Agent: overall_accuracy_pct
Log triage use_case.sre.log_triage	devops_sre	42.5%	53.5%	27	BasedAGI Log Triage Eval: overall_score_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	42.4%	54.5%	29	Vals Finance Agent: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	42.3%	54.4%	29	Vals Finance Agent: overall_accuracy_pct
Knowledge base Q&A (with citations) use_case.business.kb_qna_with_citations	business_productivity	41.9%	54.3%	29	BasedAGI KB Q&A Eval: overall_score_pct
AML alert triage use_case.fin.aml_alert_triage	finance	39.8%	51.2%	29	Vals Finance Agent: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	39.8%	51.2%	29	Vals Finance Agent: overall_accuracy_pct
Document summarization use_case.business.doc_summarization	business_productivity	39.1%	49.6%	29	BasedAGI Document Summarization Eval: overall_score_pct
Component selection assistant use_case.eng.component_selection	engineering	37.7%	47.9%	23	FACTS Benchmark Suite: facts_grounding_score_pct
Filings summarization (10-K/10-Q) use_case.fin.filings_summarization	finance	36.7%	47.2%	29	Vals Finance Agent: overall_accuracy_pct
Support bot (RAG grounded) use_case.cx.support_rag_bot	customer_experience	36.3%	48.2%	27	BasedAGI Support Bot Eval: overall_score_pct
Knowledge base Q&A (fast, no citations) use_case.business.kb_qna_fast	business_productivity	36.2%	49.1%	25	FACTS Benchmark Suite: facts_grounding_score_pct

Deployment Fit Calculator

Model

gemini-3-pro-preview

external/google/gemini-3-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