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AI Tool Finder – Smart Discovery and Recommendation Platform

A web platform that helps users discover AI tools that match their needs, with smart search, filters, and AI powered recommendations.

Role

Product Design and Web Development

Stack

ReactTypeScriptNode.jsPostgreSQL

Year

2025

AI Tool Finder Case Study

The Challenge

People are overwhelmed by the number of AI tools available and struggle to know which ones actually fit their use case, budget, and skill level. The challenge was to create a way to search, filter, and compare AI tools while also giving clear, personalised recommendations instead of a long, flat list.

The Solution

We designed and built a focused web platform that combines a structured directory with an AI powered recommendation engine. Users can browse and filter tools by category, pricing, and features, or describe their needs in plain language. The system then returns a small set of recommended tools with scores, reasoning, and links to detailed pages that include pricing, pros and cons, alternatives, and a changelog. An admin review flow handles new tool submissions, keeping the catalog current and trustworthy.

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