Model Profile

gpt-4.1-mini-20250414

Name: gpt-4.1-mini-20250414
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/gpt-4-1-mini-20250414

Author: openai

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 26.4%

Evidence points: 165

Raw rows: 414

Weighted rows: 26

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Some fit rows have limited benchmark evidence.

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

Coverage Diagnostics

actively scored

Use-Case Scores

128

Total Measurements

414

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60vals_mgsm 48docvqa_leaderboard 34galileo_agent_v2 34corpfin_taxeval_public 28vals_medqa 28

Weighted Source Coverage

galileo_agent_v2 10vals_corp_fin_v2 3icelandic_llm_leaderboard 1openvlm_chartqa_human_official 1openvlm_mtvqa_official 1openvlm_ocrbench_official 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	21.5%	28.4%	15	Vals Tax Eval v2: overall_accuracy_pct
Thesis red teaming use_case.fin.thesis_red_team	finance	21.1%	28.2%	15	Vals CorpFin v2: overall_accuracy_pct
Socratic tutor use_case.edu.socratic_tutor	education	19.4%	30.3%	15	OpenVLM OCRBench Official: ocrbench_score_pct
Lesson plan generator use_case.edu.lesson_plan_generator	education	19.4%	30.3%	15	OpenVLM OCRBench Official: ocrbench_score_pct
Kubernetes manifest generation use_case.sre.iac_k8s	devops_sre	19.1%	25.1%	10	Galileo Agent Leaderboard v2: Avg AC
Config debugging use_case.sre.config_debugging	devops_sre	19.1%	25.1%	10	Galileo Agent Leaderboard v2: Avg AC
Terraform generation use_case.sre.iac_terraform	devops_sre	19.1%	25.1%	10	Galileo Agent Leaderboard v2: Avg AC
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	19.0%	25.3%	15	Vals CorpFin v2: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	18.6%	24.8%	15	Vals CorpFin v2: overall_accuracy_pct
Brand voice localization use_case.mkt.brand_voice_localization	marketing_sales	17.8%	27.3%	15	OpenVLM OCRBench Official: ocrbench_score_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	17.8%	23.7%	15	Vals CorpFin v2: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	17.8%	23.7%	15	Vals CorpFin v2: overall_accuracy_pct

Deployment Fit Calculator

Model

gpt-4.1-mini-20250414

external/openai/gpt-4-1-mini-20250414

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