I Reverse-Engineered Exa.ai Infrastructure Cost with Napkin Math
kshivendu.dev
kshivendu.dev
Please check it out if you're curious about: - How modern AI search engines like Exa, Perplexity, and Parallel Web Systems operate under the hood. - Learning napkin math style estimation (technique popularized by legends like Jeff Dean) - How vector compression tricks like matryoshka embeddings + binary quantization change the economics of billion scale search
Please take my estimates with a grain of salt since my goal is to just get in the right ballpark. Also feel free to comment/DM if you see any wrong or suboptimal assumptions :)