Intelligent Data Backbone for Semantix & ADLC
The Semantix Data Backbone powers the entire Analytics Data Lifecycle (ADLC) — from ingestion to insight. Built on a lean, open-source foundation, this architecture enables clean, contextual, and continuously evolving data systems. It's not just about moving data — it's about preparing your enterprise for intelligent automation, real-time decision-making, and AI deployment at scale.
This stack is what fuels Semantix AI's semantic layer, provides the foundation for Autonomix AI's process intelligence, and delivers real-time context to NeuroLytix AI. It is the nervous system of Cortex EOS — a robust pipeline from raw signals to refined intelligence.
Core Data Infrastructure
Python
The primary language for data processing, analysis, and machine learning.
PostgreSQL
A powerful, open-source object-relational database system, used for data staging.
PGVector
PostgreSQL extension for vector storage. Lets you store and query embeddings inside PostgreSQL for semantic search and similarity detection.
dbt
A data transformation tool that enables data analysts and engineers to transform data in their warehouse more effectively.
Prefect
A modern workflow orchestration framework that makes it easy to build, schedule, and monitor complex data pipelines.
Great Expectations
A tool for data testing, documentation, and profiling, ensuring data quality and reliability.
ClickHouse
A fast, open-source column-oriented database management system that allows generating analytical data reports in real-time (OLAP).
AI/ML Intelligence Layer
LangChain
The LLM Orchestration Framework. Enables natural language querying over structured data. Core to building RAG pipelines for NeuroLytix.
CrewAI
Multi-agent Coordination Engine. Creates role-based AI agents that collaborate to complete tasks. Useful inside Autonomix for process automation.
OpenAI API / LLM Gateway
Provides access to Large Language Models via OpenAI API or open models. Makes the AI agent stack real — not just infrastructure, but cognition.
Streamlit / FastAPI
Front-end and APIs that expose the intelligence layer to users. Delivery interface of Cortex EOS for interactive data applications.
Business Intelligence & Visualization
Power BI
A business analytics service by Microsoft that provides interactive visualizations and business intelligence capabilities.