AI displacement self-assessment: break your job into tasks and score each 1-10
Written after Cloudflare cut 20%, BILL cut 30%, and Upwork cut 24% in 2026. Your job title tells you nothing; breaking the work into tasks tells you everything. Get an AI vulnerability score (1-10) and timeline for each task, plus an overall risk rating.
Decompose your role into 5-10 discrete tasks, score each 1-10 on AI vulnerability with timeline ("already happening" / "6-12mo" / "1-2yr" / "2-3yr"), then weighted role risk
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Cloudflare's own internal AI usage spiked 600%, and then they laid off 1,100 people. The language for layoffs is always "restructuring around AI." This prompt isn't meant to scare you; it's meant to give you a 6-12 month head start: which tasks are already dead, and which still have a window. Job titles are useless (the same "marketing coordinator" writes blogs at company A and runs PM work at company B); only breaking the role into concrete tasks reveals the truth.
5-10 個任務分數表（1-10 vulnerability + 1-2 句理由 + timeline）+ 整體 GREEN/YELLOW/RED 風險評等 + 3 個具體 next step
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