Problem
AI advisory systems need controlled personas, structured knowledge, configurable workflows, and safer AI responses instead of generic chatbot behavior.
Created a scalable AI advisory foundation capable of supporting controlled multi-persona assistant workflows with structured knowledge retrieval and cloud AI integrations.
AI advisory systems need controlled personas, structured knowledge, configurable workflows, and safer AI responses instead of generic chatbot behavior.
Built a configurable AI Advisor System with admin-managed personas, RAG-based knowledge flow, multi-agent workflows, LiteLLM integration, Vertex AI services, embeddings, and cloud-backed AI orchestration.
Created a scalable AI advisory foundation capable of supporting controlled multi-persona assistant workflows with structured knowledge retrieval and cloud AI integrations.