The Distance Test: A Simple Framework to AI-Proof Your Career

In 1900, the Michelin tire company had a problem. They made tires, but there weren't enough cars on the road to wear them out. Their solution was elegant and absurd: publish a free guide to French restaurants, so people would drive farther to eat — and burn more rubber in the process.

The guide needed a rating system. But the brothers behind it — André and Édouard Michelin — didn't rate food quality. They rated something more fundamental: distance.

"How far would you drive to eat at this restaurant?"

No stars meant "good if you're already there." One star meant "worth a stop." Two stars: "worth a detour." Three stars: "worth a special journey."

That simple question — how far would someone travel for what you provide? — turns out to be the most accurate career prediction tool ever invented. And it explains exactly what AI is about to do to the job market.

How the Distance Test Works

Apply the Michelin framework to any career. Replace "restaurant" with "your professional services." The question becomes:

"How far would someone travel — how much would they pay, how long would they wait, how much inconvenience would they tolerate — to get what you specifically provide?"

A high distance score means people seek you out. Your specific skills, judgment, relationships, and expertise are valuable enough that clients will go out of their way to access them. Think: a specialist surgeon, a top trial lawyer, a three-star chef, a trusted strategic advisor.

A low distance score means people will take whoever's most convenient. Your output is interchangeable. If someone closer, cheaper, or faster can do it — they will. Think: a generic data entry clerk, a basic copywriter, a routine tax preparer.

Why AI Changes Everything About Distance

Here's the key insight: AI drives the distance of every digital service toward zero.

Before AI, a basic copywriter had some distance protection. You needed a human. They had to be available. They had to speak your language. Geography, availability, and skill scarcity created natural barriers that supported prices.

AI eliminates all three barriers simultaneously. It's available instantly, everywhere, in every language, at near-zero cost. For any service that can be described in a prompt and delivered digitally, the distance just collapsed to zero.

This doesn't mean all jobs disappear. It means low-distance jobs disappear first. The jobs where people wouldn't travel — wouldn't pay a premium, wouldn't wait, wouldn't choose you specifically — are the ones AI replaces.

The 2×2 Grid

The book combines the Distance Test with a second framework — the Lindy Test (the longer something has survived, the longer it will survive) — to create a 2×2 grid that maps career safety:

How to Score Your Own Career

You can do a quick version right now. Answer these three questions honestly:

1. Would your client/employer wait two weeks for you specifically, or would they hire someone else within 48 hours?

If they'd wait → high distance. If they'd replace you quickly → low distance.

2. Could your core work be described accurately as a set of written instructions to a competent stranger (or AI)?

If yes → low distance. If no, because it requires judgment, relationships, or context that can't be written down → high distance.

3. How old is the fundamental skill underlying your work (not the job title, but the core human capability)?

Persuasion is thousands of years old (high Lindy). Data analysis as a formal role is ~50 years old (low Lindy). The older the underlying skill, the safer.

These three questions give you a rough position on the grid. The book's Chapter 7 has a full 12-question audit with scoring, worked examples, and a 90-day action plan based on your results.

What to Do With Your Score

If you're in the safe quadrant — high distance, high Lindy — your job is to maintain and extend your position. Use AI tools to amplify your high-value work, not to replace it.

If you're in a mixed quadrant, you have work to do but time to do it. The book's Chapter 6 gives specific strategies for moving toward safety: the Stack model, the Centaur approach, transition paths by career stage.

If you're in the danger zone, the priority is urgent but not hopeless. The key is to move toward higher distance — develop the judgment, relationships, and domain expertise that make you specifically valuable. Not generically competent. Specifically irreplaceable.

Why This Framework Matters Now

Every technological revolution follows the same pattern: it compresses distance. The printing press made knowledge local instead of traveled-for. The telephone made advice available without visiting. The internet made everything accessible from anywhere.

AI is the final compression. It's taking every digital service and reducing the distance to zero. The careers that survive are the ones where distance can't be compressed — where physical presence, human judgment, deep relationships, or genuine expertise create irreducible value.

The Distance Test doesn't just tell you if your job is safe. It tells you exactly what to change to make it safer. And unlike most career advice, it's specific enough to act on tonight.

Want to score yourself right now? Take the free AI Career Risk Audit — 18 questions, 5 minutes, personalized results.