benchgap
Calibration

GDP.pdf → AA EnterpriseOps-Gym

AA EnterpriseOps-Gym is estimated from GDP.pdf with a linear curve fitted on 9 models measured on both: y = 1.0434·x + 0.2414, R² = 0.62, cross-validated error 4.4 pp. It is used for 10 estimates.

Estimated modelGDP.pdfAA EnterpriseOps-GymSource
Claude Haiku 5.520.8%45.8%estimated ± 4.4 pp, high confidence
DeepSeek V4.1 Flash12.8%37.5%estimated ± 4.4 pp, high confidence
Gemini 3.8 Flash21.0%46.1%estimated ± 4.4 pp, high confidence
Gemini 4 Argon21.8%46.9%estimated ± 4.4 pp, high confidence
GPT-6 Luna22.8%47.9%estimated ± 4.4 pp, medium confidence
GPT-6 Sol25.2%50.4%estimated ± 4.4 pp, medium confidence
Grok 4.720.0%45.0%estimated ± 4.4 pp, high confidence
MiMo-V2.6-Pro19.2%44.2%estimated ± 4.4 pp, high confidence
Mistral Large 418.6%43.6%estimated ± 4.4 pp, high confidence
Muse Spark 1.326.6%51.9%estimated ± 4.4 pp, medium confidence