AI Fluency · Job Decomposition
Personal AI Use-Case Map
Find the parts of your job where AI can create leverage without outsourcing the judgment that makes you valuable.
ORIGINAL BY ZAIN HASEEB · 1.0.0 · DEVELOPED FROM STRAITEGY HUB AUDIENCE AND OPERATING FRAMEWORKS WITH AI-ASSISTED DRAFTING.
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Map useful AI opportunities in my role without defaulting to automation.
ROLE: {{ROLE}}
WEEKLY RESPONSIBILITIES: {{RESPONSIBILITIES}}
DECISIONS I OWN: {{DECISIONS}}
WORK PEOPLE TRUST ME FOR: {{TRUSTED_WORK}}
REPETITIVE FRICTION: {{FRICTION}}
DATA OR AUTHORITY BOUNDARIES: {{BOUNDARIES}}
Break the work into research, sensemaking, drafting, coordination, decision, and relationship tasks. Score each task on repeat frequency, context requirement, cost of error, reversibility, and need for human trust. Recommend where AI should assist, prepare, challenge, or stay out.
Produce a use-case map with five columns: task, AI role, human role, required context, and verification. Rank the top five experiments by usefulness and safety. For each, give a first test with synthetic or low-risk inputs and a stop condition. Also name three tempting use cases I should not automate and explain what human value would be damaged.