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How to search a startup company database using AI ranking

This guide explains how to run a search tool that finds startup companies. You will learn how it narrows down thousands of options and uses an AI tool to rank the best matches.

Original by Aayan-DEVRetrieval

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Credits

“Run a local YC company search pipeline with Jev” by Aayan-DEV. Read the original source.

This expanded guide is an AI-narrated adaptation prepared by JevMade. It expands the source’s essential ideas, examples and caveats in JevMade’s own words and is not a word-for-word reading. The synthetic voice does not imitate the author or imply their endorsement.

Our summary

This project is a search tool for finding startup companies from a popular investment group. You can type a description of a business, and the software will show you matching company logos. People use this to quickly find specific businesses out of thousands of options.

The software searches through 6,241 companies by looking at their descriptions, logo images, text inside the logos, and category tags. It narrows the list to 320 finalists. Then, an AI tool named Jev chooses the best matches from those options and scores them.

This tool only works on an Apple Silicon Mac computer because it relies on specific Apple software. You also need a private access code for the AI ranking to work best. It is useful for Mac owners who want to explore this specific list of companies.

Key takeaways

  1. The search tool uses text, images, and tags to narrow down thousands of companies.
  2. An AI tool named Jev ranks a small group of finalists instead of searching everything.
  3. You must have an Apple Silicon Mac computer and a private access code to use it.

The search quality, speed, and cost numbers were reported by the project creator and have not been independently tested. The software requires an Apple Silicon Mac and falls back to a worse ranking method if you lack a private access code.

GitHub README and search modules · Source reviewed

Read the original guide Opens the author’s site in a new tab.