Smarter data engineering with Agentic AI

Automate metadata, schema mapping, and ETL code generation using LLM-powered agents built for modern data teams.

Transforming the data engineering lifecycle with Agentic AI

​Traditional data engineering often relies on manual processes for metadata generation, schema mapping, data profiling, and ETL code creation slowing delivery and increasing errors. HARMAN’s Agentic AI Framework addresses these inefficiencies with intelligent agents powered by large language models (LLMs).  

Built on a modular, cloud-native architecture, the framework delivers autonomous workflows, contextual understanding, and continuous learning. With capabilities like explainable prompts, memory retention, semantic reasoning, and human validation, teams can reduce manual workload, ensure auditability, and scale smarter data platforms with confidence.​

Our unique capabilities to create transformation

LLM agents for faster data engineering
Semantic mapping with business context
Built-in explainability and observability
Auto-generated Python and SQL code

Core capabilities enabling agentic automation

The HARMAN Agentic AI framework combines autonomous agents, reasoning transparency, and architectural flexibility to power next-gen data engineering workflows.
Agentic Intelligence Architecture
Multi-agent Collaboration
Chain-of-Thought Reasoning
Semantic-Aware Code Generation
LLM Lifecycle Monitoring via LangSmith

Tools and technologies powering Agentic AI

The framework integrates a modern, extensible stack that supports intelligent orchestration, memory retention, and scalable data processing.
LangChain
LangGraph
LangSmith
Vector Databases
LLMs
Python & SQL
Cloud-native Deployment

HOW IT WORKS

Five core agents driving the framework

Each core agent performs a critical function in the data engineering lifecycle, collaborating intelligently for cohesive, scalable automation.
Metadata Extraction Agent
Exploratory Analysis Agent
Schema Mapping Agent
ETL Code Generation Agent
Insight & Relationship Agent