# Startup Research Web App

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An AI-powered analysis application designed to clarify startup positioning and market signals. The app ingests a company website URL and uses the OpenAI API alongside the Brave Search API to extract, summarize, and reinterpret marketing language into plain, product-focused descriptions. Optimized JSON schemas are used throughout the pipeline to minimize token usage and improve response efficiency.

The system generates a simplified explanation of the company’s actual product offering, provides an estimated valuation range, and scores potential acquisition fit by identifying likely strategic buyers based on market signals and positioning data.

*It started as* [*a personal GPT.*](https://chatgpt.com/g/g-695ec5b9c698819184e2cd9193e4e3f6-signal-noise-startup-research-tool) *This was my first vibe coded app to learn the process.*<br>

### [View "Signal > Noise" Here](https://nonoise.replit.app/)