I’m expanding my online course-counselling platform with a dedicated AI engine that pinpoints the right colleges for each student. The tool’s single, non-negotiable goal is to return a list of institutions that actually offer the course a learner wants. When a user specifies a field of study the system must instantly sift through my database and surface matching undergraduate, postgraduate, and doctoral programmes. Because course availability is the guiding criterion, the model should rank or filter results based on how comprehensively each college covers that subject area. I’d like the code structured so I can add extra filters later—location and tuition, for example—without rewriting the core logic. A conversational interface (chat or natural-language search bar) that plugs into my existing React front end would be ideal, but I’m open to other smooth integrations. Feel free to choose the stack—Python, Node, or a comparable language—with a preference for explainable AI techniques so counsellors can see why a college appears in the results. Deliverables: • A working AI recommendation service (model, API, and basic admin dashboard) • Clean, well-commented source code with setup instructions • A small sample dataset and clear mapping guidelines so I can swap in the full production data • Short video or written walkthrough demonstrating the finder running live I’ll test the build by querying for several courses across all three education levels and verifying that only colleges offering those programmes are returned. Once that passes, we’re done.