AI expert knowledge assistant
What an expert knowledge assistant is, how it differs from a general chatbot or simple RAG knowledge base, and when it helps tutors, consultants, coaches, educators, and advisors.
SonaMinds guides
Guides for turning expert knowledge into controlled AI assistants
These guides answer the broader questions behind SonaMinds: how experts can turn their materials into AI assistants, how teachers can build AI tutors from their own resources, and how controlled knowledge bases keep answers inside a defined scope.
Core question clusters
Three practical entry points
AI tutor from teacher materials
How teachers can organize rubrics, lesson notes, feedback templates, examples, and student instructions into an AI tutor that follows their own teaching method.
Controlled AI knowledge base
How source scope, request classification, answer modes, and runtime validation help prevent a knowledge assistant from answering outside its intended boundary.
How to use these pages
Guides connect product pages, use cases, and concepts
Product pages explain what SonaMinds does. Use cases show real applications. Concept pages define the technical vocabulary. These guides connect those layers around the questions people actually ask before they choose a platform.
For expertsHow consultants, coaches, authors, and creators use controlled assistants.
For educationHow educators use course boundaries and student-facing access.
IELTS Writing Tutor AssistantA concrete AI tutor built from teacher-owned materials.
Concept LibraryThe theoretical foundation behind structured expert knowledge and controlled answers.