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The Roles-to-Workflows Shift

The single biggest mental model shift for the AI era.

The Shift​

Stop thinking about your business in terms of roles and start thinking in terms of workflows.

The old model: "I need to hire an editor." You write a job description, hire a person, hand them vague instructions, hope they figure it out.

The new model: "My content process has 16 discrete activities across 4 workflows. Each activity has specific inputs, outputs, and success criteria. Some are already automatable. Some need a human. Some need both."

Why This Matters​

When you think in roles, you're stuck with human-shaped constraints: one person can only do so much, they need training, they forget things, they have good and bad days. When you think in workflows, you unlock a different set of possibilities:

  • Each step can be independently optimized. You can A/B test a single workflow step without touching the rest.
  • Automation is granular. You don't automate "editing." You automate "identifying the highest-tension moment in a transcript segment." One step at a time.
  • The AI never forgets. Once you encode a workflow step correctly, it executes consistently every time. A human will drift.
  • You can draw your business. If you can't draw your entire operation as one linear flow from lead to delivery, you don't fully understand your business. And neither will any AI you try to deploy.

The Decomposition Process​

  1. Start with the big picture: what are the 5 to 7 major stages of your business? (e.g., idea, research, creation, packaging, distribution, measurement)
  2. Under each stage, list every actual action someone takes (usually 6 to 7 per stage)
  3. Under each action, list the sub-actions (open this tool, check this data, make this decision)
  4. Keep going until actions can't be reduced further
  5. Those irreducible actions are your automation candidates

The Connection to Training​

Here's the insight most people miss: the skill of specifying workflows for AI is the same skill as training humans well.

"Be more charismatic" means nothing to a machine. It also means nothing to a person. We just nod because we've been socially reinforced to pretend we understand vague instructions.

The real instruction is: "Raise your voice at the hook. Talk 20% faster during the story. Nod when the other person is speaking. Pause for two beats before the punchline."

Machines require this level of specificity. Humans benefit from it too. The discipline of workflow decomposition makes everything in your business more legible, trainable, and improvable.

Further Reading​