Agent Instruct

Agent Instruct or Data Quality Governance is an Azure-native platform for intelligent, scalable, and automated data quality management across modern hybrid pipelines. Built on Azure Kubernetes Service (AKS) and integrated with Azure OpenAI, Azure SQL Database, and Azure Data Lake Storage Gen2, it ensures data accuracy, compliance, and trust at enterprise scale.

Key Benefits

• AI-Powered Automation: Autonomous agents generate rules, validate data, and deliver natural language quality reports.

• Centralised Governance: Manage rules, monitor anomalies, and enforce compliance from a single pane of glass.

• Enterprise-Ready Security: Azure AD, RBAC, and encryption in transit and at rest.

• Scalability: Containerised microservices with auto-scaling and event-driven orchestration via Data Factory and Event Grid.

• Industry Adaptability: Tailored for finance, manufacturing, logistics, and retail.
  
  

How It Works

The solution combines Python-based validation rules with LLM-driven Azure AI agents. Data is ingested and validated through modular rule sets, anomalies are detected in real time, and contextual insights are generated using explainable AI. Reports and dashboards in Power BI enable governance teams, compliance officers, and business leaders to take faster, data-driven decisions.

Business Impact

• Trust & Compliance: Enforce data governance policies and industry standards with minimal manual effort.

• Operational Efficiency: Reduce time and risk of manual checks through automated workflows.

• Actionable Insights: Access explainable, AI-powered reporting for better decision-making.

• Scalable Governance: Handle complex hybrid data pipelines at enterprise scale.
  
  

Ideal For

• Data Engineers

• Compliance Officers

• Governance Teams

• Business Analysts
  
  

Industry Fit

Perfect for:

• Banking & Financial Services

• Manufacturing

• Logistics & Supply Chain

• Retail & E-commerce