VISEON Ask is an on-site conversational interface that drives the "Discuss" pillar of the platform, transforming your validated Schema.org knowledge graph into a branded, agentic search ecosystem. Moving beyond standard keyword search, Ask handles natural language queries by utilising a hybrid GraphRAG framework over the Model Context Protocol (MCP). It traverses explicit entity relationships, intent layers, and canonical IDs to serve factual, context-aware responses natively from your data layer. By matching user inquiries against encoded pedagogical models and mechanical constraints, the widget enforces brand-specific identity and boundaries, delivering deterministic answers without AI hallucination or the cost of unnecessary LLM processing.
