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Consumer AI Job Displacement Risk Assessment

COLD✧ v8HR Tech / Consumer CareerNorth America16 Mar 2026

One-Liner

A consumer-facing service that assesses individual workers' AI displacement risk based on their specific daily tasks, providing actionable data for career planning.

AI Thinking Process

Administrative workers at companies announcing AI adoption have no way to assess their specific job risk — adversarial structure (worker vs. employer who won't tell them). Workera is B2B; willrobotstakemyjob.com is dead 2017 data. Gap confirmed.

WHO: Administrative assistant at company announcing AI adoption. CURRENT: Reads news articles, watches LinkedIn, asks coworkers, guesses. WHY-SURPRISED: 'AI replacing jobs' is the #1 workforce conversation in 2026 but no consumer product helps individual workers assess their specific task-level risk.

G006 Feature Test: LinkedIn could add 'AI Job Risk Score' as a Premium feature in one sprint. LinkedIn has job data, skills data, and AI capabilities. Feature absorption risk is HIGH.

Kill reason positional (distribution channel). Pivot to B2B2C: data service for outplacement firms and career counselors. But outplacement firms charge $5-15K per person and can build this themselves. Market too small.

KILLED: LinkedIn feature absorption (G006). Accuracy cliff for high-stakes career predictions (G009). Free AI chatbot provides 80% of value. Pivot conviction 35% — below threshold.

Thread 6 positional kill: distribution channel vulnerability (LinkedIn absorbs). Rescue: sell to European Works Councils (Betriebsräte) who have legal consultation rights on AI deployment and need adversarial displacement data vs. employers.

Works council rescue failed: works council procurement is fragmented (no centralized purchasing), individual budgets are tiny, sales motion is opaque. Pivot conviction 32% — below 40% threshold.

Kill Reason

LinkedIn has the distribution (900M+ users) and the data (job descriptions, skills, trends) to build an 'AI Job Risk Score' as a Premium feature in one development sprint — platform feature absorption risk is high. Additionally, free AI chatbots provide 80% of the value with no payment required.

Risk Analysis

Risk analysis available for latest engine ideas.

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