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500 Million Views Brought Too Few Customers, So Whisper Ended the Program

An intern built a low-cost creator operation for Whisper, but the views did not turn into enough buyers.

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Lenny's Podcast: Product | Growth | Career · How a 19-year-old intern built the growth engine behind this $2B AI company | Hector Serrano

Tobin joined Whisper as an intern with almost no marketing experience. He had studied finance and once thought about becoming a lawyer, and Whisper, which sells business software for work, gave him a small budget and loose instructions.

His boss, Tanay, the founder, told him to throw stuff at the wall and see what stuck. After a few projects went nowhere, Tobin built a group of creators who posted short videos about Whisper on their own accounts. In about two and a half months, the group produced around 500 million views at a very low cost, but the views did not lead to many paying customers, so Whisper shut the program down.

The setup was simple. A creator who joined would start an alternate account on TikTok or Instagram, separate from a personal page, and post only Whisper videos there. Whisper paid for attention on a CPM basis, meaning cost per thousand views, for example roughly $2 per thousand views, with the rate falling as views climbed higher.

The numbers were large and cheap. Hector Serrano, who leads the paid creator program on the content side at Whisper, said it “worked decently well” as attention. But many viewers were students, and students were reluctant to pay for a work tool.

That gap mattered. This was a period when many companies focused on large view totals, and Serrano said Whisper decided those totals were vanity metrics because they produced few paying customers. Views were high but sales were low, and the result was not the success the company wanted.

Then Tobin left to join Polymarket, another company, and Whisper faced the task of replacing him on a program that had not delivered. The company killed it, in part because paid advertising was working better.

Serrano later reused Tobin’s core idea, building a roster of creators and paying for performance, and applied it to paid ads that pitched the product more directly.

Questions people ask

What does it mean to pay creators by CPM?

CPM stands for cost per mille, or cost per thousand views. An advertiser might pay $2 CPM, meaning a video with 100,000 views earns the creator $200. Rates often taper, so the next hundred thousand views pay slightly less.

Why can hundreds of millions of views still produce few customers?

Views measure curiosity, not intent. A funny or useful clip can travel far among people who will never pay, especially students or casual scrollers. That is why marketers now separate top of funnel attention from middle of funnel messages that explain price, use, and reasons to buy.

What is the difference between organic creator videos and paid ones?

Organic creator videos live on the creator's own account and spread, or fail to spread, on their own. Paid creator videos are run as ads by the company, which pays to put them in front of chosen audiences. The first buys a chance at attention, while the second buys targeted exposure.