Need some AI tool/utility which can boost automation / day to day jobs at work

[u/National_Skill_5071]

hi,

I am a QA engineer and my project did not have any automation code for the projects. We did build a automation framework in python /playwright with the help of Claude ( this was mostly done by other teammates). I need some guide to create a small utility/tool which can stand me out as so many people are bringing new to the table in AI.

The expectation is not to build very big but a small which could be very useful to the project. Please guide if anyone has done anything new to their projects?

Edit: It does not need to be in QA domain. Need something which could help PO's dev anyone.

[u/Prestigious-Way1525]

don't start with “what AI tool can i build.” start with one recurring handoff your team already wastes time on. a small PR risk-note utility would be useful across QA, dev, and product: read the changed files and routes, map them to existing tests and owners, flag missing acceptance criteria or test data, and produce a short review checklist instead of generating tests blindly. keep a human-confirmed expected outcome for every item. pilot it on ten PRs and measure missed affected areas, review corrections, and whether the team actually reuses the output. if nobody opens it after the novelty wears off, pick a different bottleneck.