Three-Question Test for AI Market Position
Updated
Knowledge on this page was mainly distilled from The $5,000 Problem (Includes free tool).
As AI compresses three-tier markets into a barbell shape, professionals need a quick way to assess whether their current position is sustainable. This three-question test, drawn from the dynamics of the barbell market effect, helps identify vulnerability.
The Three Questions
- Could an AI tool produce 70% or more of what you deliver?
- Does your client pay mainly for the deliverable, or for your judgment about the deliverable?
- If your price dropped by half, would you still attract the same clients?
How to Read the Results
If AI handles most of the output, clients pay for the thing itself, and cheaper pricing would just shift your client base downmarket, you are in the middle tier. The vise is closing. If clients pay for your thinking, your ability to navigate ambiguity, and they would follow you regardless of price, the barbell works in your favor.
Q&A
What does the 70% threshold in question one mean?
It is a rough benchmark for whether AI can produce the bulk of your deliverable. If the core output (the design, the draft, the code, the analysis) can be substantially generated by AI tools, then the deliverable itself is no longer a strong differentiator. The remaining 30% matters only if clients specifically value and pay for what that 30% represents.
What does it mean if clients pay for the deliverable versus judgment?
Paying for the deliverable means the client values the thing you hand over: the website, the report, the logo. Paying for judgment means the client values your ability to decide what to build, which direction to take, and how to handle ambiguity. When AI makes deliverables cheap, only judgment-based value survives the middle-tier squeeze.
What if I pass some questions but not others?
Mixed results suggest a transitional position. You may have some premium characteristics (strong client relationships, judgment-driven work) but still depend partly on deliverable-based pricing. The test highlights which aspects of your positioning are vulnerable and which are defensible, so you can shift deliberately rather than wait for the market to decide.
Is this test only for freelancers and consultants?
No. It applies to any professional, team, or business whose output can be substantially generated or augmented by AI. Software agencies, design studios, law firms, accounting practices, and content teams can all use these questions to assess whether their pricing model depends on a quality gap that AI is closing.