ParmaanKhoji
Parmaan Khoji (Gurbani Semantic Search) is an AI-powered search engine designed to find thematically deeper connections—known as *parmaans*—across Sikh scriptures, including Sri Guru Granth Sahib Ji and the Dasam Granth. Instead of relying on rigid keyword matching, it uses advanced contextual stanza embeddings to understand the core theological meaning of a query within the context of its entire stanza. Users can seamlessly search using Punjabi, English, or Faridkot Teeka translations and receive highly accurate results thanks to a two-stage AI pipeline featuring cross-encoder reranking. Furthermore, the system continuously improves through real-time user feedback and offers instant, cached results without waiting for model inference.