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Posted on • Originally published at aibesthub.org

I Built an AI Tools Directory with 145+ Apps — Here's the Stack and the Ugly Bits

Why I Even Started This

I got tired of Googling "best AI app for X" and getting SEO slop in return. So I built AiBestHub — a directory of 145+ AI tools with real comparisons, expert reviews, and an AI-powered search layer on top. Here's what went into making it.

The Core Architecture

The site is structured around a few key pillars:

  • A curated database of AI tools across Android, iOS, and Web
  • A comparison engine that lets you pit tools against each other by category and feature set
  • An AI-powered search that interprets natural language queries instead of just matching strings

The search layer was the most interesting technical challenge. Keyword search on a tools directory is genuinely awful — people search for things like "something that helps me write emails faster" not "email AI assistant tool." Getting intent-matching right required a bit of semantic work that I'm still iterating on.

The Schema Problem

Modeling tool data was harder than expected. Every AI app has wildly different attributes — some are API-based, some are mobile-first, some are full platforms. Building a flexible schema that could handle all of that without becoming a mess of nullable columns was an early architectural decision I went back and forth on a lot.

I ended up going with a hybrid approach: a core set of standardized fields (platform, pricing, category, rating) plus a flexible metadata layer for tool-specific attributes.

The SEO Puzzle

For a directory site, SEO is basically everything. The challenge is creating pages that are genuinely useful and not just thin content. Each tool page is built around a structured template, but the reviews themselves are written to actually answer questions a real person would have.

What I'd Do Differently

Honestly? I'd invest more time in the data pipeline earlier. Keeping 145+ tool listings current as the AI space evolves is a real operational challenge, not just a content challenge.

Check It Out

The site is live at https://www.aibesthub.org. If you're a dev working with AI tools regularly, I'd genuinely love to know what you think about the search UX. Drop a comment below — brutal honesty welcome.

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