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Testing
Methodology

Playwright vs GitHub Actions

PlaywrightPLPlaywrightvsGitHub ActionsGIGitHub Actions
PlaywrightGitHub Actions
92%
8%

Leading: Playwright (92.0%)

Insufficient data
This matchup has 25 decisive cases (minimum 30 required for publication).

Statistics

MetricValue
Playwright wins23
GitHub Actions wins2
Abstains (no tool)18
Other tool chosen6
Decisive cases25
Playwright win rate (unweighted)92.0%
95% CI75.0% - 97.8%
Playwright win rate (weighted)92.0%

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Playwright

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GitHub Actions

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Per-model breakdown

ModelTierPlaywrightGitHub ActionsNoneOtherA rate
GPT 5.5Frontier3000100%
MiniMax M3Frontier3000100%
Claude Opus 4.8Frontier2010100%
DeepSeek V4 ProFrontier2010100%
Gemini 3.5 FlashSmall2010100%
GLM 5.2Frontier2010100%
GPT 5.3 CodexFrontier2010100%
GPT 5.4 MiniMid2010100%
Mistral Small 4Mid110050%
Claude Sonnet 4.6Frontier1010100%
Gemini 2.5 ProFrontier1011100%
Kimi K2.7 CodeFrontier1010100%
MiMo V2.5 ProFrontier1020100%
Llama 4 ScoutSmall01010%
Claude Haiku 4.5Small0010n/a
DeepSeek R1 0528Frontier0030n/a
DeepSeek V4 FlashMid0001n/a
Devstral 2 2512Mid0003n/a
Llama 4 MaverickFrontier0010n/a
Qwen3 Coder NextMid0020n/a

Per-prompt breakdown

PromptTierPlaywrightGitHub ActionsNoneOtherA rate
ai-engineering-workflowIntermediate12032100%
ai-engineering-workflowAdvanced7033100%
ai-engineering-workflowBeginner4212167%