AA MKA - Vertical - Healthcare - Climb WSR: leaderboard

Artificial Analysis MKA, Vertical - Healthcare - Climb WSR: criterion-weighted task satisfaction, reported as a percentage. 200 private MKA tasks; one run per task, Stirrup, 250 turns and 8 hours; Linux sandbox with code, internet, search, page fetch and image viewing. GPT-6 Luna medium agentic judge; criterion weights 1–5, task-mean weighted satisfaction. Climb and Regression criterion populations remain separate (Regression covers 180 tasks). Empty submissions and errored runs score zero; final-text-only submissions are graded. The judge has no network or input files. Native effort and fallback labels retained. Source: https://artificialanalysis.ai/evaluations/mka

Metric: Weighted Satisfaction Rate (%). Source: artificialanalysis.ai. Saturation forecast: Around 2029. 21 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 4 Carbon (High)52.31#2 (Gemini 4 Carbon)
2Gemini 4 Argon (High)50.23#11 (Gemini 4 Argon)
3GPT-6.1 Sol (Max)42.93#10 (GPT-6.1 Sol)
4GPT-6 Astra (Max)42.02#6 (GPT-6 Astra)
5MiMo-V2.6-Pro40.11#68
6DeepSeek V4.1 Flash (1017) (Max)39.58#38 (DeepSeek V4.1 Flash (1017))
7Grok 4.7 (xHigh)37.25#43 (Grok 4.7)
8Muse Wonder (Max)36.61#27 (Muse Wonder)
9GPT-6.1 Terra (Max)36.09#19 (GPT-6.1 Terra)
10Kimi K3.1 Pro35.72#28
11Qwen 3.8 Max (0902)34.68#49
12Claude Haiku 5.5 (Max)33.78#64 (Claude Haiku 5.5)
13MiniMax-M3.1-Flash31.36#104
14GPT-6 Luna (Max)30.83#93 (GPT-6 Luna)
15Step 5 Preview30.48#105

No result here: #1 Claude Fable 5.2, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=aa-mka-vertical-healthcare-climb-wsr · How It Works · Data refreshed daily, snapshot 2026-11-12.