Model Profile

gpt-4o

Name: gpt-4o
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

Author: openai

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 32.6%

Evidence points: 144

Raw rows: 206

Weighted rows: 36

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Coverage Diagnostics

actively scored

Use-Case Scores

111

Total Measurements

206

Weighted Measurements

Weighted Sources

Raw Source Coverage

mega_bench 40testeval_leaderboard 18duckdb_nsql_leaderboard 12jsonschemabench_leaderboard 12medhelm_leaderboard 12artifactsbenchmark_leaderboard 11

Weighted Source Coverage

crmarena_leaderboard 4medhelm_leaderboard 4mega_bench 4sonar_java_quality 4lexam_leaderboard 3buildarena_readme 2

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Personalized sales outreach use_case.mkt.sales_outreach_personalized	marketing_sales	28.8%	35.8%	12	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Ad copy variants use_case.mkt.ad_copy_variants	marketing_sales	28.8%	35.8%	12	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Screenplay scene writing use_case.creative.screenplay_scene	creative	28.5%	36.5%	12	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Poetry and lyrics use_case.creative.poetry_lyrics	creative	28.5%	36.5%	12	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Metric definition workshop use_case.data.metric_definition_workshop	data_analytics	26.6%	46.0%	14	DuckDB NSQL Leaderboard: all_execution_accuracy
Long-form story co-author use_case.creative.longform_story	creative	24.1%	30.9%	12	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Lore bible generator use_case.creative.lore_bible	creative	22.3%	27.7%	14	Creative Writing Official (EQ-Bench Slice): creative_writing_score
Social post generation use_case.mkt.social_post_generation	marketing_sales	21.2%	26.4%	10	CRMArena Function Calling: overall_score_pct
Campaign brief use_case.mkt.campaign_brief	marketing_sales	21.2%	26.4%	10	CRMArena Function Calling: overall_score_pct
Product positioning and messaging use_case.mkt.product_positioning	marketing_sales	21.2%	26.4%	10	CRMArena Function Calling: overall_score_pct
Data quality assistant use_case.data.data_quality_assistant	data_analytics	21.1%	35.9%	14	DuckDB NSQL Leaderboard: all_execution_accuracy
Interactive fiction / DM use_case.creative.interactive_fiction_dm	creative	20.7%	26.5%	12	Creative Writing Official (EQ-Bench Slice): creative_writing_score

Deployment Fit Calculator

Model

gpt-4o

external/openai/gpt-4o

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