Free Labor Is Not a Retention Strategy

AI companies are valued on 15-to-20-year timelines. That's a long time to keep users interested.

The current retention plan? Free access. Premium tier. A few emails. Hope the product is sticky. That works for Netflix. I'm not sure it works when the product depends on me actively improving it.

The difference between AI and streaming is participation. Netflix doesn't need me to flag when a scene doesn't make sense. It doesn't get better because I complained about the ending. I watch. They count. That's the whole relationship.

AI needs more from me. And "more" for 20 years is a big ask—when companies used to try to keep their employees for 20 years, they offered pensions.

Given that the valuations assume "sustained user engagement" (which is really just geek speak for 'how many rabbit holes can we throw them down and for how long'), and the models degrade without quality input, retention isn't a marketing problem. A sexy new ad and a free hoodie isn't going to convince me to keep using the product.

Retention is now structural.

What happens when a competitor offers a better model? When the novelty wears off? When I get tired of doing free QA and training for a company that thanks me with a software update? 

How long am I going to stick around?

I've been a loyal user of platforms that no longer exist. I put years into building profiles, preferences, and patterns that vanished when the company did. Or got sold. Or pivoted. That history taught me something: loyalty without ownership is just sunk cost.

The Class P share could change the entire business. 

Think of it as a monetary expression of a participation trophy. 

You contribute—you get a prize.

Class P shares would change the industry stakes. If I owned part of the product, then I'm no longer just a user—I'm an investor. Literally. I'm less likely to churn because leaving means walking away from something I built and revenue I enjoy.

Not goodwill. Rather, the "Cost of keeping people".

Tech companies spend billions on customer acquisition. They hire entire teams to reduce churn and A/B test every button and notification to keep people engaged. But they haven't considered giving users an actual reason to stay beyond a "year in review" video none of us ever asked for.

Ownership is a reason.

The companies that figure this out will have an edge the others can't copy with a feature release. A user base that's financially invested doesn't leave for a shinier app.

Next: Participation architecture.