
Beware Flavored Software
If you’re building the tech equivalent of balsamic strawberry ice cream, don’t expect vanilla scale
Jan 4, 2023Updated Jan 21, 2026
One day 10 years ago I stood in an hour-long line outside an ice cream shop near Dolores Park in San Francisco, and at the end I was greeted with options such as “black sesame” and “balsamic strawberry.” Apparently this place was known for its unique flavors. The good news is that the balsamic strawberry ice cream was delicious. The bad news is that it planted an idea about competitive differentiation in my head that clouded my thinking for years.
I consider myself a creative guy—I get excited about clever food, art, apparel, architecture, music, packaging, writing, and so on. But because I make software, I have a special place in my heart for clever apps. Unfortunately, though, they usually don’t make great businesses. The older I get, the more I appreciate the merits of vanilla software. There is money to be made in boring.
What is flavored software?
Software that attempts to be different in a way that creates temporary excitement, but doesn’t create lasting value, is what I call “flavored software.” Of course, no one thinks this is what they’re building. They think their unique twist is a revolution, and that everyone will adopt their innovation in the future. But sadly, more often than not, they’ve invented the software equivalent of balsamic strawberry ice cream.
The agonizing thing about balsamic strawberry is that it’s actually good. You show it to users and they’re like, “Wow, tasty!” But because it’s software and not ice cream, it’s less obvious that it’s never going to beat vanilla. These apps can even grow substantially if the new flavor is good enough, but they often have trouble sustaining growth.
Product categories that tend to be flavor-based include podcast apps, notes apps, and to-do list apps. I have no disrespect for creators of products in these spaces, so I won’t reference specific names. But for each category, I'll talk about why I think products in it tend to hit early growth asymptotes. Then I’ll extract some general principles for distinguishing between mere flavor differentiation versus scalable value. As a bonus, I’ll pick a few current ideas that seem huge but I predict are just the flavor of the month (sorry, AI avatar makers, I’m looking at you 🥲).
One caveat: this analysis only applies if you want to build a VC-style business that might go public or have a significant exit. If you want to build something awesome and make enough money to live a great life, feel free to disregard it. There is a lot of joy (and cash) to be had by selling balsamic strawberry ice cream, as long as you keep your costs low and don’t raise money from investors who are expecting you to disrupt vanilla.
Example 1: Podcast apps
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