Anik Singal, CEO of a company called Lurn, had his telemarketers ask one question: how much money do you want to make? The buyer gave a number. It did not matter what the number was. The next line on the script read the same every time: "I'm 100% confident we can help you." That sentence is the whole business model in six words.
"Invest in yourself" is the most costly platitude in business. Not because the idea is wrong. Because the people selling it built a revenue system that has nothing to do with your results. The confidence on that call was typed into a script before the phone rang.
The Evidence Is Worth Reading
The FTC filed against Lurn and Singal after the company pulled in more than $65 million from buyers who thought they were paying for a system to earn money online. Lurn's add-on coaching tiers ran as high as $10,000. The company never tracked a single customer's earnings. Not once. Not for any buyer, at any price point, over the full life of the program.
That is not a failure to measure. It is a choice not to measure. When the seller does not track what the buyer earns, the product is not results. The product is the next tier.
Lurn received a Penalty Offense Notice from the FTC in late 2021. The notice spelled out which acts break the law. Lurn kept selling the same programs after reading it.
This is not a one-off. IM Mastery Academy, also known as IYOVIA, pulled in more than $1.2 billion from buyers since 2018. The FTC and the Nevada Attorney General filed against them in 2025. The company's own records told the story: 60% of customers canceled within one month. 90% quit within six months.
A separate operation called The Coaching Department ran a similar model, urging buyers onto credit cards to cover the fees. The FTC sent back more than $28.9 million in refunds across four rounds.
The quit rate is not a side effect. It is the engine. Non-completers do not ask hard questions. They just become the proof that "most people don't do the work," which feeds the next pitch.
The Structural Flaw
The pattern across these cases is the same. "Invest in yourself" hides a measurement vacuum. When the seller is not required to track or show buyer outcomes, the only revenue structure that makes sense for the seller is the upsell cascade. Sell the first tier. Then sell the next one. Then the next.
The problem is not that the advice sounds good. The problem is that the advice replaces the one question that matters: what did past buyers actually earn?
That is not a trust problem. It is a measurement problem.
The Replacement Principle
The better rule is short: demand written earnings data before the first dollar changes hands.
In early 2025, the FTC proposed expanding the Business Opportunity Rule to require sellers to hold written proof of earnings claims and share it with any buyer who asks. The rule is stalled under a regulatory freeze. But the principle it names is free to use right now.
Once that is clear, three moves follow from it.
Move 1: Ask for the Written Data
Before you pay for any coaching program, ask the seller in writing for documented earnings data on past buyers. Not testimonials. Not screenshots. A written record showing what share of buyers earned back more than they paid, and over what time frame. Most sellers will not have it.
This is the move that costs nothing but shows the most. If the seller has the data, you have a real basis for a decision. If they do not, the pitch just told you what it actually sells.
Move 2: Map the Upsell Chain
Before you buy the first tier, ask what the full chain of products costs. Ask how many tiers exist. Ask what share of Tier 1 buyers are pitched Tier 2, and what share of Tier 2 buyers are pitched Tier 3. Lurn's upsells ran to $10,000. The first product was the door. The real revenue sat behind it. If the seller cannot tell you the full price of the chain, you are not looking at a course. You are looking at a funnel.
Move 3: Verify Outside the Pitch
Check your state attorney general's office for complaints against the seller. Find buyers who are not featured in the sales page and ask them what they earned. The FTC notes that glowing success stories may come from profiles that do not exist. Testimonials chosen by the seller are marketing. Buyers found on your own are evidence.
What the Filter Shows
Running these three moves on the next pitch you receive does something the platitude never did.
It shows you whose revenue model depends on your results, and whose depends on your next purchase. It shows you the full cost of the chain before you enter it. It shows you the gap between what the sales page says and what the average buyer got. It makes the measurement vacuum visible before you fill it with your money.
The Feedback Loop
After you run this filter on one pitch, ask three things.
→ Which seller gave you written earnings data without stalling?
→ Which pitch looked like an investment but had no way to track your return?
→ Which upsell chain did you not see until you mapped it?
That is the gap between advice that sounds right and a system that proves itself.
Where You Stand
The confidence on that sales call was written on a script. It was there before the phone rang. Before the buyer said a word. Before anyone asked what the buyer needed.
If the seller cannot show you the written earnings data, the pitch is not an investment. It is the next link in the cascade.
