All blog posts tagged with Case Study

One User, One Banana: What My Failed AI Startup Taught Me About Validation

Kyler Berry — September 22, 2025

One User, One Banana: What My Failed AI Startup Taught Me About Validation

I spent 5 months building an AI code-generation tool, got 50 signups, and watched my only active user upload a picture of a banana. Here's what my startup failure taught me about the difference between enthusiasm and actual demand.

Building a Development Documentation MCP Server at Vimeo

Kyler Berry — September 29, 2025

Building a Development Documentation MCP Server at Vimeo

I built an MCP server that provides AI coding assistants with development documentation for Vimeo's custom codebase patterns, conventions, and libraries resulting in roughly 75% better output.