How to Decide Where AI Belongs

09 · Guided Acceleration · Lesson 01 of 08

How to Decide Where AI Belongs

AI is useful when the task, inputs, acceptable error, reviewer, and required outcome are clear enough to evaluate.

01

What problem are we asking AI to solve?

AI is useful when the task, inputs, acceptable error, reviewer, and required outcome are clear enough to evaluate.

02

What can AI prepare, and what must a person decide?

  • Name the work before choosing the tool: summarize, compare, draft, classify, calculate, visualize, code, or automate.
  • Rate the consequence of a wrong answer and require more control as the consequence rises.
  • Keep human judgment, approval, and accountability explicit.

03

How much control does this task require?

  • Start with a bounded, reversible task.
  • Define what the system may recommend and what it may never decide.
  • Measure time saved together with correction rate and outcome quality.

04

What is the Inspire approach to decide where ai belongs?

Use AI to remove friction around judgment rather than removing judgment itself. Let it prepare options, expose patterns, and accelerate iteration so people can spend more attention on the decision that shapes the work.

05

What signs tell me AI is being used in the wrong part of the work?

Stop any external action that depends on the output and identify what human judgment, authority, source, or context was bypassed. AI is better suited to bounded assistance than decisions involving safety, rights, private information, or commitments it cannot understand.

  • Beginning with a tool instead of a problem.
  • Automating a decision no one knows how to review.
  • Calling faster output better output without measuring rework.

06

What should I do if AI was given a decision it should not make?

Return the decision to the responsible person, correct the affected artifact from governing sources, and redesign the workflow so AI prepares or checks work without becoming the unreviewed approver.

  • Trace every downstream use of the output.
  • Record the human owner and acceptance test.
  • Remove automatic action until the revised boundary is proven.

07

Where can I learn more?

Optional project tool

Apply this lesson

Open a worked example and a printable page for recording the condition, source, decision, and stopping point.

Apply this lesson

How to Decide Where AI Belongs

What might this look like on a real project?

Use AI to extract open decisions from meeting notes, but do not let it approve a substitution, promise a delivery date, or send the client an answer without the named project owner reviewing it.

A good result looks like this

A bounded use case with task, permitted inputs, consequence rating, human owner, acceptance test, prohibited actions, and outcome measure.

Project notes

Bring this lesson into your project.

Use one page for each condition that needs its own answer. Write it down before the affected work is ordered, issued, fabricated, installed, published, or repeated.

You can also save this page as a PDF from the print window. Confirm project-specific requirements with the source responsible for the actual work.

Products to study for this lesson

Orbital Cabinet PullsWhy it is hereOrbital Cabinet PullsUse this live product page as controlled source material for the AI task in this lesson, then verify every extracted fact, image claim, link, and proposed action against the page.View product →Demi Lune Cabinet PullsWhy it is hereDemi Lune Cabinet PullsUse this live product page as controlled source material for the AI task in this lesson, then verify every extracted fact, image claim, link, and proposed action against the page.View product →Gateau Cabinet KnobsWhy it is hereGateau Cabinet KnobsUse this live product page as controlled source material for the AI task in this lesson, then verify every extracted fact, image claim, link, and proposed action against the page.View product →

Exact size, finish, mounting requirements, suitability, and availability must be confirmed on the product page and against the project conditions.

Reviewed by Inspire Hardware · 2026-08-30