Designed NivaChat, an AI assistant using Sentence Transformers, PyTorch, and Azure OpenAI for semantic search, SOP summarization, and intelligent follow-ups.

Built a ticket routing engine combining embedding-based similarity (cosine similarity) with rule-based catalog mapping, plus NLP-driven metadata autofill.

Integrated backend logic into the Frappe framework with API-driven workflows for real-time ticket creation.