Real Alpha

Sourcery · 2 min instead of 55 min · Oct 12, 2026

AI products compound through recursive usage, not network effects

Aravind Srinivas

Co-founder & CEO, Perplexity

  • Molly O'SheaHost · Founder, Sourcery

    Ex-Upfront Ventures investor; has interviewed Alex Karp and Palmer Luckey.

About this segment

Srinivas says Perplexity's growth came from enterprise self-serve onboarding, including a solopreneur spending $1M a year while making $3M. He argues AI products win on depth of usage, not a billion users.

From “Perplexity CEO: SMBs Could Drive the Next Economic Boom”, Oct 12, 2026. Watch the full episode

“You actually need to have a lot of depth in the users you have. You still need a lot of users.”
Aravind Srinivasat 27:39 · Sourcery27:39

Takeaways

  1. One solopreneur spends about $1M a year on Perplexity and earns $3M
  2. Enterprise grew faster than prosumer this year
  3. Depth of usage matters more than user count, though you still need millions
Watch 1:57 from 26:26

In this episode

Full episode
  1. 29:26Long-context agents make local hardware cost-competitive with data centers3:28

  2. 26:26AI products compound through recursive usage, not network effects1:57

  3. 42:23The real bottleneck is deciding what to build, not writing code2:14Up next