Prompt Kit: AI Shows Us the Job Was Never the Job

This kit turns the article's "coordination tax" framework into a personal career audit. Instead of abstract workforce forecasts, you'll get a brutally honest decomposition of your own role — what's coordination overhead, what's automatable execution, and what's the thin layer of genuine judgment that survives — then build a concrete plan to reposition toward the work that lasts.

How to use this kit

Run these four prompts in sequence. Each one builds on the clarity from the one before it.

Prompt 1 is the diagnostic — it audits your actual work week against the coordination tax framework. Prompt 2 takes that audit and maps your role's structural exposure — not whether AI can do your tasks, but whether the tasks themselves will continue to exist. Prompt 3 inventories the "real residual" skills you already have and identifies the gaps. Prompt 4 turns everything into a 90-day repositioning plan.

Start with Prompt 1 in any AI assistant — ChatGPT, Claude, or Gemini all work well. The conversation will be detailed and personal, so use the same chat thread for all four if your tool allows it, or save the outputs to paste into subsequent prompts.

Prompt 1: The Coordination Tax Audit

Job: Decomposes your actual work week into coordination overhead, verifiable execution, and genuine judgment work — with exact hour counts and percentages.

When to use: When you want an honest picture of how you actually spend your time, not how your job description says you should.

What you'll get: A categorized time breakdown of your typical week, a coordination tax percentage, and a clear-eyed comparison between your role as described and your role as lived.

What the AI will ask you: Your job title and function, a walkthrough of your typical week's activities (meetings, artifacts you produce, actual creation work), and what your role's "point" is — the value it ultimately exists to deliver.

Prompt 2: Role Vulnerability Assessment

Job: Maps your role's structural exposure — not just which tasks AI can do, but which tasks will stop existing when the coordination layer collapses.

When to use: After completing the Coordination Tax Audit (Prompt 1), or when you want to understand how durable your current role is against organizational restructuring, not just task automation.

What you'll get: A three-layer vulnerability map of your role, a structural exposure score, and an honest assessment of what happens to your function when coordination overhead drops by 80%.

What the AI will ask you: Your Coordination Tax Audit results (or your role details if you're starting fresh), what your company builds, how your team is structured, and how directly you touch the product or the customer.

Prompt 3: The Residual Skills Inventory

Job: Identifies and stress-tests the "real residual" capabilities you already have — the skills that survive the coordination collapse — and exposes the gaps you need to close.

When to use: After completing the Vulnerability Assessment (Prompt 2), or when you want to take stock of which high-durability skills you actually possess versus which ones are aspirational.

What you'll get: A personal inventory mapped against the five durable skill categories from the article, with an honest rating of depth in each, evidence from your own experience, and a gap analysis showing where you're strong, where you're underdeveloped, and where you have no foothold at all.

What the AI will ask you: Your career history and proudest work, examples of decisions you've made under genuine uncertainty, how you relate to product/customer/craft, and your current relationship with AI tools.

Prompt 4: The 90-Day Repositioning Plan

Job: Converts your audit results, vulnerability assessment, and skills inventory into a concrete 90-day action plan to shift your career toward the durable residual.

When to use: After completing any or all of the first three prompts, or when you're ready to stop analyzing and start moving.

What you'll get: A week-by-week plan with specific actions to shed coordination overhead, deepen residual skills, build agentic fluency, and position yourself for the compressed organization — plus a decision framework for whether to reposition within your current role, your current company, or somewhere new.

What the AI will ask you: Your results from the prior prompts (or your situation if starting fresh), your current constraints, your risk tolerance, and what you actually want your work to feel like.