A Unified System for Intelligent Agents
The KreateBots platform is more than just a collection of technologies; it's a cohesive, multi-layered system designed for flexibility, enterprise-grade security, and continuous, data-driven optimization. This interactive guide breaks down the complex architecture into understandable components. Navigate through the sections to explore the strategic thinking, the specific technologies used in each layer, and the dynamic flow of data that powers every conversation.
Interactive Architecture Diagram
Click on any layer to see a detailed explanation of its components and purpose.
UI Layer
Next.js, React
Orchestration
LangChain
AI Process Layer
OpenAI, Gemini, Azure
Data & Knowledge
Vector DB, PostgreSQL
Integration & API
CloudRun, Feeds
Security
OAuth, JWT
Infrastructure
GCP, Azure, AWS
Select a layer above to learn more.
The Life of a Query: RAG Data Flow
This illustrates the Retrieval-Augmented Generation (RAG) process. Click 'Next Step' to see how a user's query is transformed into an intelligent, context-aware answer.
1. User Query
"How do I reset my password?"
2. Vectorize Query
Query becomes a vector
3. Search Vector DB
Finds relevant documents
5. Grounded Response
A factual answer is returned
Core Strategic Pillars
The architecture isn't just about technology; it's driven by key business and product strategies. This chart visualizes the relative importance of the guiding principles behind KreateBots.