The AI product that only worked once he slowed it down

A generation limit turned an unused AI feature into a product. Neville Medhora, who runs Swipe File, built a system that could remix any saved advertisement into a version for a specific company — and then generated a hundred at once, which killed it. "My little human brain can't take in 100 ads. It doesn't have the RAM."

The failure, in his words

"You see it and then you go: hmm, cool. And then within two weeks, I'm not using it anymore."

Note that two weeks appears twice in this interview — it is also how long he lasted with an MCP connector on his email platform. Two weeks seems to be roughly how long novelty survives contact with a working day.

The fix was cadence, not capability

"Let me send myself an email every day with one of these. And I see one, just one idea. And I go: huh, that's pretty cool. What if I put that headline as my main headline on my webpage. I never thought of it like that. And so when I slowed it down to the cadence of one per day, I feel like my feeble human brain was able to say: hey, that's cool."

He then built the product around the constraint rather than the capability. One generation per weekday, by email, no login required.

Why the missing login is the second insight

"You get really excited and you log in and you play with it. And then the next day you don't play with it that much. And then within a week, you kind of forgot about it. You're like, why am I still paying for this?"

"Just even logging in is a hurdle for people."

Artificial Reality's host, who estimates having signed up for more than two hundred AI tools, called the result a graveyard of subscriptions. That graveyard is filled with products whose churn problem was diagnosed as engagement and was actually cadence.

And the part that could not be automated

"We tried to make AI go full bore and just run the whole thing and it kind of sucked. It just wasn't very good. So there needs to be some human picking of what images to remix."

What customers pay for, in his words: "Neville's intuition of what would be a good ad."

Three things to take from this

1. Throughput is not the feature. If your differentiator is volume, you are selling something the buyer cannot consume.
2. Delivery beats access. Email with no login outperformed a dashboard with unlimited generation.
3. Keep the judgment step human and say so. It is the part he charges for, and the part the AI made worse when it took over.

AI tools named in this report

Tools named by the operator on the record. Inclusion is reporting, not endorsement.

Where this comes from

S2E1: AI should have killed his career. He's making $1M a year instead — the full interview with Neville Medhora. Listen or watch: YouTube, Spotify or Apple Podcasts.