Model Profile

openai/gpt-4o-mini-2024-07-18

Name: openai/gpt-4o-mini-2024-07-18
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-4o-mini-2024-07-18

Author: openai

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 32.8%

Evidence points: 152

Raw rows: 320

Weighted rows: 20

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

133

Total Measurements

320

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60vals_mgsm 48corpfin_taxeval_public 28vals_medqa 28vals_legal_bench 18vals_corp_fin_v2 16

Weighted Source Coverage

llm_trustworthy_leaderboard 5vals_corp_fin_v2 3duckdb_nsql_leaderboard 2gaia_results_public 2icelandic_llm_leaderboard 1lmarena_arena_hard_v01 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Refusal profile (eval) use_case.security.refusal_profile_eval	risk_eval	22.5%	42.9%	13	LLM Trustworthy Leaderboard: privacy
Scam and social engineering resistance (eval) use_case.security.scam_social_engineering_resistance_eval	risk_eval	22.5%	42.9%	13	LLM Trustworthy Leaderboard: privacy
Overrefusal (eval) use_case.security.overrefusal_eval	risk_eval	22.5%	42.9%	13	LLM Trustworthy Leaderboard: privacy
Crisis escalation protocol (eval) use_case.safety.crisis_escalation_protocol	risk_eval	22.5%	42.9%	13	LLM Trustworthy Leaderboard: privacy
Jailbreak resistance (eval) use_case.security.jailbreak_resistance_eval	risk_eval	22.5%	42.9%	13	LLM Trustworthy Leaderboard: privacy
Metric definition workshop use_case.data.metric_definition_workshop	data_analytics	17.0%	27.6%	12	DuckDB NSQL Leaderboard: all_execution_accuracy
Data quality assistant use_case.data.data_quality_assistant	data_analytics	15.9%	27.0%	12	DuckDB NSQL Leaderboard: all_execution_accuracy
SQL debugging use_case.data.sql_debugging	data_analytics	14.8%	24.9%	12	DuckDB NSQL Leaderboard: all_execution_accuracy
Executive brief from metrics use_case.data.exec_brief_from_metrics	data_analytics	14.3%	24.3%	12	DuckDB NSQL Leaderboard: all_execution_accuracy
Disinformation and manipulation resistance (eval) use_case.security.disinformation_resistance_eval	risk_eval	13.7%	28.4%	14	LLM Trustworthy Leaderboard: privacy
Insight mining from text corpora use_case.data.insight_mining	data_analytics	13.2%	22.0%	12	DuckDB NSQL Leaderboard: all_execution_accuracy
Vulnerability-oriented code review use_case.cyber.vulnerability_review	cybersecurity	13.1%	24.7%	13	LLM Trustworthy Leaderboard: privacy

Deployment Fit Calculator

Model

openai/gpt-4o-mini-2024-07-18

external/openai/gpt-4o-mini-2024-07-18

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