Agent Instruct
XenonStack · Intelligence & Research
Certification per Microsoft Marketplace.
Evidence tier Source Confirmed · 7 captures on record
What the publisher says
As described on Microsoft Marketplace.
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
Show the rest of the publisher’s description (40 more lines)
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AI-Powered Automation: Autonomous agents generate rules, validate data, and deliver natural language quality reports.
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Centralised Governance: Manage rules, monitor anomalies, and enforce compliance from a single pane of glass.
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Enterprise-Ready Security: Azure AD, RBAC, and encryption in transit and at rest.
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Scalability: Containerised microservices with auto-scaling and event-driven orchestration via Data Factory and Event Grid.
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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
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Trust & Compliance: Enforce data governance policies and industry standards with minimal manual effort.
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Operational Efficiency: Reduce time and risk of manual checks through automated workflows.
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Actionable Insights: Access explainable, AI-powered reporting for better decision-making.
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Scalable Governance: Handle complex hybrid data pipelines at enterprise scale.
Ideal For
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Data Engineers
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Compliance Officers
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Governance Teams
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Business Analysts
Industry Fit
Perfect for:
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Banking & Financial Services
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Manufacturing
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Logistics & Supply Chain
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Retail & E-commerce
Preview
4 images
Agent build and provenance
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The layer-by-layer build, the evidence behind each claim, the risk basis and the cross-marketplace links are open to any account. Some rows are disclosed, some the source leaves Unknown; a free account shows you which.
Compliance
- FedRAMPConfirmedNot listed90%, registry-checkedNo FedRAMP Marketplace entry matched this vendor's domain, checked 2026-08-27registry recordas observed 2026-08-27
Confirmed means matched to a public authoritative registry. Claimed means the vendor or its listing states it, not yet cross-checked. A framework not shown was not found in any source we hold, which is not evidence against it. Not listed means a scoped registry check found no match for this vendor's domain: a No is a scoped registry check, not a compliance judgment. Confidence bands: 95% domain-verified, 90% registry-checked, 80% self-attested, 70% weak signal. Self-attested items marked “vendor's site” are gathered from the vendor's own website and are not verified by us.
Vendor
External enrichment · as of 2026-08-29
Sources
Publisher resources
2 linksLinked repositories
Unknown means this listing does not publish a repository. It is not a statement that the code is closed, and a linked repository is not a claim that the publisher wrote it: the registry computes that relationship privately and does not publish it.
Evidence risk is the share of the build you cannot see before you deploy, not a security rating. Sign in to see the layer-by-layer basis for this band.