Model Profile

GPT-4.1-nano-2025-04-14

Name: GPT-4.1-nano-2025-04-14
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-nano-2025-04-14

Author: openai

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 23.1%

Evidence points: 147

Raw rows: 373

Weighted rows: 25

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Some fit rows have limited benchmark evidence.

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

Coverage Diagnostics

actively scored

Use-Case Scores

118

Total Measurements

373

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	11.2%	27.8%	14	Vals Tax Eval v2: overall_accuracy_pct
Thesis red teaming use_case.fin.thesis_red_team	finance	10.5%	27.7%	14	Vals Tax Eval v2: overall_accuracy_pct
Kubernetes manifest generation use_case.sre.iac_k8s	devops_sre	10.1%	23.8%	9	Galileo Agent Leaderboard v2: Avg AC
Terraform generation use_case.sre.iac_terraform	devops_sre	10.1%	23.8%	9	Galileo Agent Leaderboard v2: Avg AC
Config debugging use_case.sre.config_debugging	devops_sre	10.1%	23.8%	9	Galileo Agent Leaderboard v2: Avg AC
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	9.4%	24.9%	14	Vals Tax Eval v2: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	9.2%	24.4%	14	Vals Tax Eval v2: overall_accuracy_pct
Lesson plan generator use_case.edu.lesson_plan_generator	education	9.0%	16.1%	11	OpenVLM OCRBench Official: ocrbench_score_pct
Socratic tutor use_case.edu.socratic_tutor	education	9.0%	16.1%	11	OpenVLM OCRBench Official: ocrbench_score_pct
Quant research code generation use_case.fin.alpha_research_codegen	finance	9.0%	22.2%	14	Vals Tax Eval v2: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	8.8%	23.4%	14	Vals Tax Eval v2: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	8.8%	23.4%	14	Vals Tax Eval v2: overall_accuracy_pct

Deployment Fit Calculator

Model

GPT-4.1-nano-2025-04-14

external/openai/gpt-4-1-nano-2025-04-14

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