I ran a pitch competition to see which AI model could build the best startup idea — then I actually launched the winner. 12 models. One company. $100 budget. Zero sales.




| Platform | Impressions | Clicks | CTR | Spend |
|---|---|---|---|---|
| Reddit Ads | 9,798 | 45 | 0.46% | $21.19 |
| TikTok Ads | 12,295 | 79 | 0.64% | $36.42 |
| X / Twitter | — | — | Organic | $0 |
| 1 view | — | Organic | $0 | |
| Total | 22,093 | 124 | — | $57.61 |
The idea was simple: give 12 AI models a brief — design a digital-first business that could turn profitable within 30 days on a $100 budget. Then let an AI judge rank the pitches and crown a winner. ChatGPT won with “Remote Job Power Pack.” Then I made the mistake of actually building it.
ZipNomad — a $19 digital product bundle for remote job seekers — launched on Gumroad in early 2025. It contained a Notion job search template, a curated GPT prompt library, and AI-generated branding materials. Website built on Replit for $5.75. Marketed on Reddit and TikTok (paid), and organic posts on X and LinkedIn via Buffer. Total spend: $76.59. Sales: none.

An AI-powered micro app that converts any table into styled charts with PNG/SVG export. Paste data, pick a palette, download instantly.

A RAG-powered AI assistant that helps Needham, MA residents navigate 70,000+ pages of municipal content — built for $11.

An AI-powered YouTube channel about forgotten tech, culture, and history — built with SceneStitch, a custom tool that turns scripts into fully produced video assets.