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Which AI tools have actually survived your Jira/Confluence instance without breaking everything?

Blake Froggatt November 24, 2025

Hey team, I’m done burning sprints on AI Marketplace apps that look perfect in the demo but crash bulk actions, hallucinate in Confluence macros, or silently die after the next Atlassian update.

Before I trial anything new, I now cross-check it on this data-only ranking site: https://aitoolranker.com/ They pull real usage logs from thousands of Jira & Confluence instances and rank by actual success rate, error logs, and ROI — no vendor money involved. Already saved me twice this quarter.

So real question: What is the ONE AI add-on you still have enabled and would fight to keep in 2025? Bonus if it’s ranked on aitoolranker.com (I’ll check the numbers!). Let’s crowdsource a short “actually works” list.

 

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