← Isha JainSoftware · CS Capstone

Software · CS Capstone · Asian Art Museum

Musea logo

Musea

personalized AI museum tours, built with the Asian Art Museum

Jan - June 2026

Next.jsTypeScriptSupabaseSemantic SearchEmbeddingsPathfinding
visit the web app →watch the demo →view the code →

For my Computer Science capstone, I worked with three teammates in collaboration with the Asian Art Museum in San Francisco to make the museum experience more intentional, personal, and creative for young people. We created Musea, an open-source personalized tour web app that generates custom museum routes and artwork recommendations based on a visitor’s searched words, interests, and previously liked artworks.

Musea brings together six core features into one self-directed visit: semantic search, path generation, an audio guide, personalized recommendations, collections, and a “talk to me” conversation mode.

MuseaPath generationPersonalized recsAudio guideCollectionsTalk to meSemantic search
six core features, all built around the visit

the full project deck

One of the highlights was traveling to Amsterdam with my team to demo Musea to the Stedelijk Museum and the Mauritshuis. The conversations and feedback we received helped us refine our core value proposition: personalized tour generation directly on museum maps, allowing visitors to move through a collection in a way that feels self-directed.

The team testing Musea on the museum floor in the Netherlands
in the wild: carrying Musea onto the museum floor across the Netherlands
Interactive floorplan with a generated route
an interactive floorplan places you in the building and lays a route over the map

I worked across the stack on audio guide generation, semantic search, personalized recommendations, the collections feature, and pathfinding. Through the project, I learned a lot about both backend and frontend development, including building recommendation pipelines, working with artwork metadata and embeddings, and turning ambiguous user feedback into concrete product decisions.

More broadly, Musea taught me how to balance technology supporting cultural exploration without replacing the wonder of being in a museum.

The Musea team
the team, with our partner at the Asian Art Museum and our Stanford CS 210 faculty
← back to work