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How to Kill Your SaaS: Results From a 72-Entry Clone Hackathon

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🆕 How to Kill Your SaaS https://t.co/A0F60h1DcQ A lot of people talk about the death of SaaS but mostly in theoretical terms. We took a real $43,000/year SaaS we use and launched a global hackathon to clone it in a weekend, with both AI and REAL HUMAN evals, using any models any harness. 72 submissions, a lot of manual evals and ~100B tokens later, here are the results In this special @latentspacepod edition we share the data collected, what's still hard about killing nontrivial, midtier SaaS, and reveal the winners of the $10,000 Kill My SaaS contest with qualitative interviews!

Why it matters

Gives measured evidence on whether coding agents can replicate a real mid-tier SaaS in a weekend, including human and AI results and the hard remaining gaps. Useful for judging build-versus-buy.

Terms in this piece · Glossary
  • agent harness — The scaffolding around a model that turns it into a working agent — the loop, the tools it can call, and the rules for when to stop.
  • eval — A repeatable test for AI quality — a set of tasks plus scoring — used the way software teams use test suites, because model output is too variable to judge by eyeballing.
  • token — The chunk of text a model reads and writes in — roughly three-quarters of a word — and the unit AI usage is billed in.
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