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Compare 15 AI coding setups, two at a time

Each page puts two leaderboard setups side by side on the same 24 tasks: Stet score, head-to-head record, quality readings, cost, agent time and which tasks each solved.

Data from October 29, 2026See all 15 setups on the leaderboard

Stet score, each row against each column
	Muse Wonder Full low	SWE-2 Max high	GPT 6.1 Sol medium	Opus 5 medium	Grok 4.7 high	Pareto 26.9 medium	Haiku 5.5 max	GPT 6 Sol medium	GPT 6 Luna max	DeepSeek V4.1 Flash max	Opus 4.8 medium	Haiku 5.5 low	Muse Spark 1.3 high	GLM 5.3 Flash high	GPT 6 Luna low
1Muse Wonder Full low		Muse Wonder Full low vs SWE-2 Max high, Leads, ranges overlap	Muse Wonder Full low vs GPT 6.1 Sol medium, Leads, ranges overlap	Muse Wonder Full low vs Opus 5 medium, Leads, ranges overlap	Muse Wonder Full low vs Grok 4.7 high, Leads, ranges overlap	Muse Wonder Full low vs Pareto 26.9 medium, Leads, ranges overlap	Muse Wonder Full low vs Haiku 5.5 max, Leads, ranges overlap	Muse Wonder Full low vs GPT 6 Sol medium, Leads, ranges overlap	Muse Wonder Full low vs GPT 6 Luna max, Leads, 95% ranges apart	Muse Wonder Full low vs DeepSeek V4.1 Flash max, Leads, 95% ranges apart	Muse Wonder Full low vs Opus 4.8 medium, Leads, 95% ranges apart	Muse Wonder Full low vs Haiku 5.5 low, Leads, 95% ranges apart	Muse Wonder Full low vs Muse Spark 1.3 high, Leads, 95% ranges apart	Muse Wonder Full low vs GLM 5.3 Flash high, Leads, 95% ranges apart	Muse Wonder Full low vs GPT 6 Luna low, Leads, 95% ranges apart
2SWE-2 Max high	SWE-2 Max high vs Muse Wonder Full low, Trails, ranges overlap		SWE-2 Max high vs GPT 6.1 Sol medium, Leads, ranges overlap	SWE-2 Max high vs Opus 5 medium, Leads, ranges overlap	SWE-2 Max high vs Grok 4.7 high, Leads, ranges overlap	SWE-2 Max high vs Pareto 26.9 medium, Leads, ranges overlap	SWE-2 Max high vs Haiku 5.5 max, Leads, ranges overlap	SWE-2 Max high vs GPT 6 Sol medium, Leads, ranges overlap	SWE-2 Max high vs GPT 6 Luna max, Leads, ranges overlap	SWE-2 Max high vs DeepSeek V4.1 Flash max, Leads, ranges overlap	SWE-2 Max high vs Opus 4.8 medium, Leads, 95% ranges apart	SWE-2 Max high vs Haiku 5.5 low, Leads, 95% ranges apart	SWE-2 Max high vs Muse Spark 1.3 high, Leads, 95% ranges apart	SWE-2 Max high vs GLM 5.3 Flash high, Leads, 95% ranges apart	SWE-2 Max high vs GPT 6 Luna low, Leads, 95% ranges apart
3GPT 6.1 Sol medium	GPT 6.1 Sol medium vs Muse Wonder Full low, Trails, ranges overlap	GPT 6.1 Sol medium vs SWE-2 Max high, Trails, ranges overlap		GPT 6.1 Sol medium vs Opus 5 medium, Leads, ranges overlap	GPT 6.1 Sol medium vs Grok 4.7 high, Leads, ranges overlap	GPT 6.1 Sol medium vs Pareto 26.9 medium, Leads, ranges overlap	GPT 6.1 Sol medium vs Haiku 5.5 max, Leads, ranges overlap	GPT 6.1 Sol medium vs GPT 6 Sol medium, Leads, ranges overlap	GPT 6.1 Sol medium vs GPT 6 Luna max, Leads, ranges overlap	GPT 6.1 Sol medium vs DeepSeek V4.1 Flash max, Leads, ranges overlap	GPT 6.1 Sol medium vs Opus 4.8 medium, Leads, 95% ranges apart	GPT 6.1 Sol medium vs Haiku 5.5 low, Leads, 95% ranges apart	GPT 6.1 Sol medium vs Muse Spark 1.3 high, Leads, 95% ranges apart	GPT 6.1 Sol medium vs GLM 5.3 Flash high, Leads, 95% ranges apart	GPT 6.1 Sol medium vs GPT 6 Luna low, Leads, 95% ranges apart
4Opus 5 medium	Opus 5 medium vs Muse Wonder Full low, Trails, ranges overlap	Opus 5 medium vs SWE-2 Max high, Trails, ranges overlap	Opus 5 medium vs GPT 6.1 Sol medium, Trails, ranges overlap		Opus 5 medium vs Grok 4.7 high, Leads, ranges overlap	Opus 5 medium vs Pareto 26.9 medium, Leads, ranges overlap	Opus 5 medium vs Haiku 5.5 max, Leads, ranges overlap	Opus 5 medium vs GPT 6 Sol medium, Leads, ranges overlap	Opus 5 medium vs GPT 6 Luna max, Leads, ranges overlap	Opus 5 medium vs DeepSeek V4.1 Flash max, Leads, ranges overlap	Opus 5 medium vs Opus 4.8 medium, Leads, 95% ranges apart	Opus 5 medium vs Haiku 5.5 low, Leads, 95% ranges apart	Opus 5 medium vs Muse Spark 1.3 high, Leads, 95% ranges apart	Opus 5 medium vs GLM 5.3 Flash high, Leads, 95% ranges apart	Opus 5 medium vs GPT 6 Luna low, Leads, 95% ranges apart
5Grok 4.7 high	Grok 4.7 high vs Muse Wonder Full low, Trails, ranges overlap	Grok 4.7 high vs SWE-2 Max high, Trails, ranges overlap	Grok 4.7 high vs GPT 6.1 Sol medium, Trails, ranges overlap	Grok 4.7 high vs Opus 5 medium, Trails, ranges overlap		Grok 4.7 high vs Pareto 26.9 medium, Leads, ranges overlap	Grok 4.7 high vs Haiku 5.5 max, Leads, ranges overlap	Grok 4.7 high vs GPT 6 Sol medium, Leads, ranges overlap	Grok 4.7 high vs GPT 6 Luna max, Leads, ranges overlap	Grok 4.7 high vs DeepSeek V4.1 Flash max, Leads, ranges overlap	Grok 4.7 high vs Opus 4.8 medium, Leads, 95% ranges apart	Grok 4.7 high vs Haiku 5.5 low, Leads, 95% ranges apart	Grok 4.7 high vs Muse Spark 1.3 high, Leads, 95% ranges apart	Grok 4.7 high vs GLM 5.3 Flash high, Leads, 95% ranges apart	Grok 4.7 high vs GPT 6 Luna low, Leads, 95% ranges apart
6Pareto 26.9 medium	Pareto 26.9 medium vs Muse Wonder Full low, Trails, ranges overlap	Pareto 26.9 medium vs SWE-2 Max high, Trails, ranges overlap	Pareto 26.9 medium vs GPT 6.1 Sol medium, Trails, ranges overlap	Pareto 26.9 medium vs Opus 5 medium, Trails, ranges overlap	Pareto 26.9 medium vs Grok 4.7 high, Trails, ranges overlap		Pareto 26.9 medium vs Haiku 5.5 max, Leads, ranges overlap	Pareto 26.9 medium vs GPT 6 Sol medium, Leads, ranges overlap	Pareto 26.9 medium vs GPT 6 Luna max, Leads, ranges overlap	Pareto 26.9 medium vs DeepSeek V4.1 Flash max, Leads, ranges overlap	Pareto 26.9 medium vs Opus 4.8 medium, Leads, ranges overlap	Pareto 26.9 medium vs Haiku 5.5 low, Leads, 95% ranges apart	Pareto 26.9 medium vs Muse Spark 1.3 high, Leads, 95% ranges apart	Pareto 26.9 medium vs GLM 5.3 Flash high, Leads, 95% ranges apart	Pareto 26.9 medium vs GPT 6 Luna low, Leads, 95% ranges apart
7Haiku 5.5 max	Haiku 5.5 max vs Muse Wonder Full low, Trails, ranges overlap	Haiku 5.5 max vs SWE-2 Max high, Trails, ranges overlap	Haiku 5.5 max vs GPT 6.1 Sol medium, Trails, ranges overlap	Haiku 5.5 max vs Opus 5 medium, Trails, ranges overlap	Haiku 5.5 max vs Grok 4.7 high, Trails, ranges overlap	Haiku 5.5 max vs Pareto 26.9 medium, Trails, ranges overlap		Haiku 5.5 max vs GPT 6 Sol medium, Leads, ranges overlap	Haiku 5.5 max vs GPT 6 Luna max, Leads, ranges overlap	Haiku 5.5 max vs DeepSeek V4.1 Flash max, Leads, ranges overlap	Haiku 5.5 max vs Opus 4.8 medium, Leads, ranges overlap	Haiku 5.5 max vs Haiku 5.5 low, Leads, ranges overlap	Haiku 5.5 max vs Muse Spark 1.3 high, Leads, 95% ranges apart	Haiku 5.5 max vs GLM 5.3 Flash high, Leads, 95% ranges apart	Haiku 5.5 max vs GPT 6 Luna low, Leads, 95% ranges apart
8GPT 6 Sol medium	GPT 6 Sol medium vs Muse Wonder Full low, Trails, ranges overlap	GPT 6 Sol medium vs SWE-2 Max high, Trails, ranges overlap	GPT 6 Sol medium vs GPT 6.1 Sol medium, Trails, ranges overlap	GPT 6 Sol medium vs Opus 5 medium, Trails, ranges overlap	GPT 6 Sol medium vs Grok 4.7 high, Trails, ranges overlap	GPT 6 Sol medium vs Pareto 26.9 medium, Trails, ranges overlap	GPT 6 Sol medium vs Haiku 5.5 max, Trails, ranges overlap		GPT 6 Sol medium vs GPT 6 Luna max, Leads, ranges overlap	GPT 6 Sol medium vs DeepSeek V4.1 Flash max, Leads, ranges overlap	GPT 6 Sol medium vs Opus 4.8 medium, Leads, ranges overlap	GPT 6 Sol medium vs Haiku 5.5 low, Leads, 95% ranges apart	GPT 6 Sol medium vs Muse Spark 1.3 high, Leads, 95% ranges apart	GPT 6 Sol medium vs GLM 5.3 Flash high, Leads, 95% ranges apart	GPT 6 Sol medium vs GPT 6 Luna low, Leads, 95% ranges apart
9GPT 6 Luna max	GPT 6 Luna max vs Muse Wonder Full low, Trails, 95% ranges apart	GPT 6 Luna max vs SWE-2 Max high, Trails, ranges overlap	GPT 6 Luna max vs GPT 6.1 Sol medium, Trails, ranges overlap	GPT 6 Luna max vs Opus 5 medium, Trails, ranges overlap	GPT 6 Luna max vs Grok 4.7 high, Trails, ranges overlap	GPT 6 Luna max vs Pareto 26.9 medium, Trails, ranges overlap	GPT 6 Luna max vs Haiku 5.5 max, Trails, ranges overlap	GPT 6 Luna max vs GPT 6 Sol medium, Trails, ranges overlap		GPT 6 Luna max vs DeepSeek V4.1 Flash max, Leads, ranges overlap	GPT 6 Luna max vs Opus 4.8 medium, Leads, ranges overlap	GPT 6 Luna max vs Haiku 5.5 low, Leads, ranges overlap	GPT 6 Luna max vs Muse Spark 1.3 high, Leads, ranges overlap	GPT 6 Luna max vs GLM 5.3 Flash high, Leads, ranges overlap	GPT 6 Luna max vs GPT 6 Luna low, Leads, 95% ranges apart
10DeepSeek V4.1 Flash max	DeepSeek V4.1 Flash max vs Muse Wonder Full low, Trails, 95% ranges apart	DeepSeek V4.1 Flash max vs SWE-2 Max high, Trails, ranges overlap	DeepSeek V4.1 Flash max vs GPT 6.1 Sol medium, Trails, ranges overlap	DeepSeek V4.1 Flash max vs Opus 5 medium, Trails, ranges overlap	DeepSeek V4.1 Flash max vs Grok 4.7 high, Trails, ranges overlap	DeepSeek V4.1 Flash max vs Pareto 26.9 medium, Trails, ranges overlap	DeepSeek V4.1 Flash max vs Haiku 5.5 max, Trails, ranges overlap	DeepSeek V4.1 Flash max vs GPT 6 Sol medium, Trails, ranges overlap	DeepSeek V4.1 Flash max vs GPT 6 Luna max, Trails, ranges overlap		DeepSeek V4.1 Flash max vs Opus 4.8 medium, Leads, ranges overlap	DeepSeek V4.1 Flash max vs Haiku 5.5 low, Leads, ranges overlap	DeepSeek V4.1 Flash max vs Muse Spark 1.3 high, Leads, ranges overlap	DeepSeek V4.1 Flash max vs GLM 5.3 Flash high, Leads, ranges overlap	DeepSeek V4.1 Flash max vs GPT 6 Luna low, Leads, 95% ranges apart
11Opus 4.8 medium	Opus 4.8 medium vs Muse Wonder Full low, Trails, 95% ranges apart	Opus 4.8 medium vs SWE-2 Max high, Trails, 95% ranges apart	Opus 4.8 medium vs GPT 6.1 Sol medium, Trails, 95% ranges apart	Opus 4.8 medium vs Opus 5 medium, Trails, 95% ranges apart	Opus 4.8 medium vs Grok 4.7 high, Trails, 95% ranges apart	Opus 4.8 medium vs Pareto 26.9 medium, Trails, ranges overlap	Opus 4.8 medium vs Haiku 5.5 max, Trails, ranges overlap	Opus 4.8 medium vs GPT 6 Sol medium, Trails, ranges overlap	Opus 4.8 medium vs GPT 6 Luna max, Trails, ranges overlap	Opus 4.8 medium vs DeepSeek V4.1 Flash max, Trails, ranges overlap		Opus 4.8 medium vs Haiku 5.5 low, Leads, ranges overlap	Opus 4.8 medium vs Muse Spark 1.3 high, Leads, ranges overlap	Opus 4.8 medium vs GLM 5.3 Flash high, Leads, ranges overlap	Opus 4.8 medium vs GPT 6 Luna low, Leads, ranges overlap
12Haiku 5.5 low	Haiku 5.5 low vs Muse Wonder Full low, Trails, 95% ranges apart	Haiku 5.5 low vs SWE-2 Max high, Trails, 95% ranges apart	Haiku 5.5 low vs GPT 6.1 Sol medium, Trails, 95% ranges apart	Haiku 5.5 low vs Opus 5 medium, Trails, 95% ranges apart	Haiku 5.5 low vs Grok 4.7 high, Trails, 95% ranges apart	Haiku 5.5 low vs Pareto 26.9 medium, Trails, 95% ranges apart	Haiku 5.5 low vs Haiku 5.5 max, Trails, ranges overlap	Haiku 5.5 low vs GPT 6 Sol medium, Trails, 95% ranges apart	Haiku 5.5 low vs GPT 6 Luna max, Trails, ranges overlap	Haiku 5.5 low vs DeepSeek V4.1 Flash max, Trails, ranges overlap	Haiku 5.5 low vs Opus 4.8 medium, Trails, ranges overlap		Haiku 5.5 low vs Muse Spark 1.3 high, Leads, ranges overlap	Haiku 5.5 low vs GLM 5.3 Flash high, Leads, ranges overlap	Haiku 5.5 low vs GPT 6 Luna low, Leads, 95% ranges apart
13Muse Spark 1.3 high	Muse Spark 1.3 high vs Muse Wonder Full low, Trails, 95% ranges apart	Muse Spark 1.3 high vs SWE-2 Max high, Trails, 95% ranges apart	Muse Spark 1.3 high vs GPT 6.1 Sol medium, Trails, 95% ranges apart	Muse Spark 1.3 high vs Opus 5 medium, Trails, 95% ranges apart	Muse Spark 1.3 high vs Grok 4.7 high, Trails, 95% ranges apart	Muse Spark 1.3 high vs Pareto 26.9 medium, Trails, 95% ranges apart	Muse Spark 1.3 high vs Haiku 5.5 max, Trails, 95% ranges apart	Muse Spark 1.3 high vs GPT 6 Sol medium, Trails, 95% ranges apart	Muse Spark 1.3 high vs GPT 6 Luna max, Trails, ranges overlap	Muse Spark 1.3 high vs DeepSeek V4.1 Flash max, Trails, ranges overlap	Muse Spark 1.3 high vs Opus 4.8 medium, Trails, ranges overlap	Muse Spark 1.3 high vs Haiku 5.5 low, Trails, ranges overlap		Muse Spark 1.3 high vs GLM 5.3 Flash high, Leads, ranges overlap	Muse Spark 1.3 high vs GPT 6 Luna low, Leads, ranges overlap
14GLM 5.3 Flash high	GLM 5.3 Flash high vs Muse Wonder Full low, Trails, 95% ranges apart	GLM 5.3 Flash high vs SWE-2 Max high, Trails, 95% ranges apart	GLM 5.3 Flash high vs GPT 6.1 Sol medium, Trails, 95% ranges apart	GLM 5.3 Flash high vs Opus 5 medium, Trails, 95% ranges apart	GLM 5.3 Flash high vs Grok 4.7 high, Trails, 95% ranges apart	GLM 5.3 Flash high vs Pareto 26.9 medium, Trails, 95% ranges apart	GLM 5.3 Flash high vs Haiku 5.5 max, Trails, 95% ranges apart	GLM 5.3 Flash high vs GPT 6 Sol medium, Trails, 95% ranges apart	GLM 5.3 Flash high vs GPT 6 Luna max, Trails, ranges overlap	GLM 5.3 Flash high vs DeepSeek V4.1 Flash max, Trails, ranges overlap	GLM 5.3 Flash high vs Opus 4.8 medium, Trails, ranges overlap	GLM 5.3 Flash high vs Haiku 5.5 low, Trails, ranges overlap	GLM 5.3 Flash high vs Muse Spark 1.3 high, Trails, ranges overlap		GLM 5.3 Flash high vs GPT 6 Luna low, Leads, ranges overlap
15GPT 6 Luna low	GPT 6 Luna low vs Muse Wonder Full low, Trails, 95% ranges apart	GPT 6 Luna low vs SWE-2 Max high, Trails, 95% ranges apart	GPT 6 Luna low vs GPT 6.1 Sol medium, Trails, 95% ranges apart	GPT 6 Luna low vs Opus 5 medium, Trails, 95% ranges apart	GPT 6 Luna low vs Grok 4.7 high, Trails, 95% ranges apart	GPT 6 Luna low vs Pareto 26.9 medium, Trails, 95% ranges apart	GPT 6 Luna low vs Haiku 5.5 max, Trails, 95% ranges apart	GPT 6 Luna low vs GPT 6 Sol medium, Trails, 95% ranges apart	GPT 6 Luna low vs GPT 6 Luna max, Trails, 95% ranges apart	GPT 6 Luna low vs DeepSeek V4.1 Flash max, Trails, 95% ranges apart	GPT 6 Luna low vs Opus 4.8 medium, Trails, ranges overlap	GPT 6 Luna low vs Haiku 5.5 low, Trails, 95% ranges apart	GPT 6 Luna low vs Muse Spark 1.3 high, Trails, ranges overlap	GPT 6 Luna low vs GLM 5.3 Flash high, Trails, ranges overlap

Leads, 95% ranges apart
Leads, ranges overlap
Trails, ranges overlap
Trails, 95% ranges apart

1Muse Wonder Full low

2SWE-2 Max high

3GPT 6.1 Sol medium

4Opus 5 medium

5Grok 4.7 high

6Pareto 26.9 medium

7Haiku 5.5 max

8GPT 6 Sol medium

9GPT 6 Luna max

10DeepSeek V4.1 Flash max

11Opus 4.8 medium

12Haiku 5.5 low

13Muse Spark 1.3 high

14GLM 5.3 Flash high

15GPT 6 Luna low