Model Profile

gpt-4o-20241120

Name: gpt-4o-20241120
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-20241120

Author: openai

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 29.4%

Evidence points: 162

Raw rows: 285

Weighted rows: 20

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Some fit rows have limited benchmark evidence.

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

Coverage Diagnostics

actively scored

Use-Case Scores

113

Total Measurements

285

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60vals_mgsm 48corpfin_taxeval_public 24vals_legal_bench 18vals_lcb 16duckdb_nsql_leaderboard 12

Weighted Source Coverage

vals_corp_fin_v2 3aider_code_editing 2aider_polyglot 2duckdb_nsql_leaderboard 2mmlongbench_doc_leaderboard 2bird_critic 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
SQL debugging use_case.data.sql_debugging	data_analytics	24.5%	44.7%	15	DuckDB NSQL Leaderboard: all_execution_accuracy
Metric definition workshop use_case.data.metric_definition_workshop	data_analytics	23.8%	40.3%	15	DuckDB NSQL Leaderboard: all_execution_accuracy
Data quality assistant use_case.data.data_quality_assistant	data_analytics	20.3%	34.0%	15	DuckDB NSQL Leaderboard: all_execution_accuracy
Text-to-SQL analyst assistant use_case.data.text_to_sql	data_analytics	19.5%	36.6%	16	DuckDB NSQL Leaderboard: all_execution_accuracy
Insight mining from text corpora use_case.data.insight_mining	data_analytics	18.5%	29.8%	15	DuckDB NSQL Leaderboard: all_execution_accuracy
Executive brief from metrics use_case.data.exec_brief_from_metrics	data_analytics	18.3%	30.6%	15	DuckDB NSQL Leaderboard: all_execution_accuracy
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	15.3%	24.4%	13	DuckDB NSQL Leaderboard: all_execution_accuracy
Candidate summary memo use_case.hr.candidate_summary	hr_recruiting	14.9%	24.0%	12	MMLongBench-Doc Leaderboard: acc_score_pct
Claims summary use_case.ins.claims_summary	insurance	14.2%	21.7%	11	MMLongBench-Doc Leaderboard: acc_score_pct
Incident summary use_case.sre.incident_summary	devops_sre	13.9%	21.3%	11	MMLongBench-Doc Leaderboard: acc_score_pct
Integration test generation use_case.dev.integration_tests	developer_tools	13.9%	25.2%	13	Aider Code Editing Leaderboard: percent_correct_pct
Shift handover summary use_case.ops.shift_handover_summary	industrial_ops	13.2%	20.3%	11	MMLongBench-Doc Leaderboard: acc_score_pct

Deployment Fit Calculator

Model

gpt-4o-20241120

external/openai/gpt-4o-20241120

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