The Engine Room

The Tech Stack

Enterprise-grade architecture scaling from data to experience

Experience Layer
Chat Interface Workflow Apps CRM Integration
Observability
Evals LangSmith Tracing Feedback Loops
Orchestration & Tools
Agents LangChain API Wrappers Function Calling
Data & Vector Layer
Pinecone RAG Pipeline Embeddings Knowledge Graph
Infrastructure & Security
AWS / Azure VPC IAM Secrets Manager LLM Hosting
AMBLI.AI // ARCHITECTURE