Cursor, GitHub Copilot, and Claude Code are the three AI coding tools every marketing engineering team is comparing. After shipping with all three for a year, we can tell you where each one wins — and why the answer for most teams is 'all three, for different reasons.'

The one-line verdicts

How we split the work

The teams that lose the AI coding war in 2026 aren't the ones picking the 'wrong' tool. They're the ones who still haven't picked any.

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