Advorize

Open source · ML · Vector search

Versify

Search a half-remembered phrase and get the verse back — vector search doing the work the exact-match box never could.

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Web & App
Services
Web Development
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The brief

Keyword search fails the actual use case: people remember the sense of a verse, not its wording. The lookup had to match meaning.

What we did

  1. 01Embedding-based vector search over the full corpus
  2. 02Ranking tuned so near-misses still surface useful results
  3. 03Deployed serverless to keep it free to run and open to fork
  4. 04Published open source with the indexing pipeline included

The outcome

An open-source semantic search tool that returns the right verse from a paraphrase.

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FAQ Management

All work