Model Profile

o4-mini-20250416

Name: o4-mini-20250416
Author: openai

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/openai/o4-mini-20250416

Author: openai

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 25.9%

Evidence points: 187

Raw rows: 380

Weighted rows: 17

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Some fit rows have limited benchmark evidence.

4 of 12 scored use cases have low confidence or thin contributor coverage.

Coverage Diagnostics

actively scored

Use-Case Scores

111

Total Measurements

380

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60vals_mgsm 48corpfin_taxeval_public 28vals_medqa 28vals_sage 20vals_swebench 20

Weighted Source Coverage

facts_benchmark_suite 3vals_corp_fin_v2 3arena_hard_auto_v2 1icelandic_llm_leaderboard 1vals_gpqa 1vals_lcb 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	16.3%	31.5%	16	Vals CorpFin v2: overall_accuracy_pct
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	15.2%	24.8%	16	Vals Tax Eval v2: overall_accuracy_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	14.6%	28.3%	16	Vals CorpFin v2: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	14.3%	27.7%	16	Vals CorpFin v2: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	13.7%	26.6%	16	Vals CorpFin v2: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	13.7%	26.6%	16	Vals CorpFin v2: overall_accuracy_pct
Simulation setup assistant use_case.eng.simulation_setup_assistant	engineering	13.1%	23.2%	14	Vals LiveCodeBench: overall_accuracy_pct
Filings summarization (10-K/10-Q) use_case.fin.filings_summarization	finance	12.7%	24.5%	16	Vals CorpFin v2: overall_accuracy_pct
Quant research code generation use_case.fin.alpha_research_codegen	finance	12.1%	19.7%	16	Vals Tax Eval v2: overall_accuracy_pct
Component selection assistant use_case.eng.component_selection	engineering	11.6%	26.7%	15	Vals LiveCodeBench: overall_accuracy_pct
Cross-paper contradiction analysis use_case.bio.paper_contradictions	biomed_science	10.1%	25.6%	15	Vals GPQA: overall_accuracy_pct
Literature synthesis with citations use_case.bio.literature_synthesis	biomed_science	10.1%	25.6%	15	Vals GPQA: overall_accuracy_pct

Deployment Fit Calculator

Model

o4-mini-20250416

external/openai/o4-mini-20250416

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