Maintenancedemo-0014

AI-Powered Knowledge Search

Semantic search that understands intent, not just keywords. Side-by-side comparison proves AI search finds relevant results that traditional keyword search completely misses.

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Overview

Ingest a company's documentation and search with natural language. The killer feature is Compare mode — see semantic search results next to keyword search results on the same query, proving the AI advantage in real time.

What You'll Learn

  • Vector embeddings and semantic similarity
  • Why semantic search outperforms keyword search
  • Hybrid search with Reciprocal Rank Fusion
  • Document chunking and indexing strategies

Key Capabilities

  • Three search methods: semantic, keyword, hybrid
  • Side-by-side comparison mode (hero feature)
  • Multi-format document ingestion (PDF, DOCX, TXT, MD)
  • Relevance scoring with highlighted snippets
  • ChromaDB vector storage with cosine similarity