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Guide 002 · Human + AI workflows

Don’t Throw the Problem at AI: Build a Feedback Loop Instead

AI can save a small business a lot of time. It can also produce a lot of wrong work very quickly. The difference is usually not the model. It is the workflow around it.

Interactive guidePublished September 20, 2026Built for small-business owners

A common way to use AI is to hand it a broad problem and ask for a finished solution. That can work for simple tasks. For anything important, it often creates a different problem: the AI has to guess the goal, the constraints, what matters most, what risk is acceptable, and what “good” looks like.

01

Human judgment

Goals, tradeoffs, customer context, risk, exceptions, and consequential decisions.

02

AI execution

Research, drafting, comparison, analysis, testing, organization, and repetitive work.

03

Feedback

Evidence returns often enough that a bad assumption does not turn into an hour of polished nonsense.

Step 1

Start with one real task, not “use AI more.”

Small businesses get better results when the problem is concrete. “Use AI for customer service” is too broad. “Customers ask the same five questions after hours and my office manager answers them the next morning” is something you can actually design around.

Apply this step

Describe one task that keeps stealing time.

Keep it narrow. One recurring task is enough to design a useful first loop.

Too broad“Fix our operations and automate whatever makes sense.”
Useful“Our follow-up is inconsistent. Find where work stalls and show me the smallest useful fix.”

Step 2

Separate judgment from bandwidth.

AI is valuable because it can move quickly through work that would otherwise consume human attention. That does not mean it should own every decision in the process.

Apply this step

How much of this task should AI handle?

Use your task from Step 1, or load the example.

0 means very low. 100 means very high. These scores are practical guidance inputs, not a scientific benchmark.

Step 3

Make evidence the handoff between human and AI.

Delegation becomes safer when the business can see what the AI used, what it produced, what passed the check, and what was escalated. Your snapshot below turns the task and scores you already entered into a management-level starting point.

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