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Built a tool that analyzes your specific role/skills against AI automation trends and suggests realistic career pivots.

Takes a 2-min questionnaire, runs it through structured LLM prompts with validation logic, outputs a PDF with your automation risk score, transferable skills breakdown, and adjacent roles that make sense for your situation.

Free, no signup. Main technical challenge was balancing personalization depth vs speed - needed fast enough that people finish it.

Try it: https://jobsandai.com

Feedback welcome, especially on recommendation quality. Still figuring out if this is actually useful or just feels useful.

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