← All leaderboards
Selenium
What ChatGPT, Claude, Gemini & Grok actually say · July 2026 · incumbent
The verdict
Selenium appears in 1 AI-ranked category — best position #3 for e2e testing framework for web apps.
GPT #4Claude #3Gemini #4Grok #3
The W3C standard with the broadest browser/language coverage, massive legacy install base, Grid for distributed runs, and unmatched vendor/tooling integrations
What would move Selenium up
- GPT Deliver a modern batteries-included test runner/debugging experience that reduces boilerplate and flakiness out of the box
- Claude Modernize ergonomics — built-in auto-waiting, better debugging artifacts, and less flaky element handling — to close the DX gap with Playwright
- Gemini Reduce boilerplate and modernise execution speeds by natively integrating built-in auto-waiting and developer-friendly debugging tooling.
- Grok Deeply integrate modern auto-waiting, BiDi protocol, and stability defaults across the core to dramatically reduce flakiness and the high ongoing maintenance burden that newer frameworks avoid.
Top alternatives per the models: Playwright · Cypress · WebdriverIO · TestCafe
Rankings are computed from what the models answer, re-polled continuously · raw reasoning shown verbatim · methodology