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Context + Power BI

Transform Power BI business analytics into searchable organizational knowledge with an enterprise-grade knowledge graph

Power BI is the business analytics platform where organizations turn data into actionable insights -- through reports that visualize KPIs, datasets that model business domains, and DAX measures that encode the calculations behind critical metrics. Over time, Power BI accumulates a deep repository of business intelligence: why specific measures were defined, which reports executives rely on for quarterly reviews, how data models evolved to capture new business dimensions, and the refresh schedules that ensure decision-makers have current information. But this knowledge is locked within Power BI's interface, disconnected from the SharePoint documentation that should explain methodology, the Azure DevOps tickets tracking report requests, and the Teams conversations where stakeholders debated metric definitions.

Context connects to your Power BI tenant and extracts the organizational knowledge embedded in workspace structures, report configurations, dataset schemas, DAX measure definitions, dataflow transformations, and content permission settings. Using permission-aware indexing that respects your Power BI workspace roles and row-level security configurations, Context builds a knowledge graph that maps relationships between workspaces, reports, datasets, measures, users, and the broader context from your entire tool stack.

Unlike cloud-based search tools that require your BI metadata to be processed on external infrastructure, Context deploys entirely on your network -- on-premise, in your VPC, or in air-gapped environments. Your DAX formulas, dataset connection strings, and report configurations never leave your control. For government agencies tracking program performance, financial institutions monitoring portfolio metrics, and defense contractors visualizing program status, business analytics metadata is sensitive by nature -- it reveals organizational priorities, performance targets, and strategic measurements. Context ensures this intelligence remains within your security boundary while making it searchable and actionable. Every answer is backed by citations to specific Power BI objects, maintaining full traceability.

Key Capabilities

  • 01Permission-aware indexing of Power BI workspaces, reports, dashboards, datasets, and dataflows that respects workspace roles and row-level security configurations
  • 02DAX measure extraction that captures business calculation logic, making complex measure definitions searchable alongside the business context that motivated them
  • 03Dataset schema indexing that maps tables, columns, relationships, and calculated columns into a searchable graph of your organization's data model architecture
  • 04Report usage analytics that identify which reports drive decisions, track consumption patterns, and surface stale or redundant content for governance review
  • 05Cross-tool Microsoft ecosystem linking that connects Power BI reports to related SharePoint documentation, Teams conversations, Azure DevOps work items, and OneDrive source files automatically
  • 06Dataflow transformation indexing that captures ETL logic defined in Power Query, connecting data preparation steps to downstream reports and upstream data sources

Use Cases

Self-Service Report Discovery

Business users often cannot find the right Power BI report among hundreds of workspaces, leading to duplicated effort and inconsistent metrics. Context surfaces report descriptions, DAX measures, and dataset schemas from a single search interface. Users can ask "where is the monthly sales performance report?" and get citation-backed answers referencing specific Power BI reports, the workspaces they belong to, and the SharePoint pages documenting the underlying data model.

DAX Measure Governance and Standardization

When the same business metric is calculated differently across multiple Power BI datasets, trust in analytics erodes. Context maps DAX measure definitions across all datasets into a searchable knowledge graph. Analytics leaders can ask "how is gross margin calculated across our reports?" and discover every variation, the teams responsible, and the Azure DevOps tickets where the metric definitions were originally specified -- enabling measure standardization across the organization.

Report Migration and Workspace Consolidation

Organizations regularly reorganize Power BI workspaces when departments restructure or governance policies change. Context provides instant answers to questions like "which reports connect to the legacy SQL Server data source?" or "what DAX measures reference the old product hierarchy?" by querying the knowledge graph built from Power BI metadata -- connected to the broader context in SharePoint, Azure DevOps, and Teams.

Compliance Reporting and Audit Support

Regulated industries must demonstrate control over business analytics and the data feeding executive decisions. Context connects Power BI report metadata, dataset configurations, and refresh schedules to related compliance documentation in SharePoint and audit requirements in Jira. Compliance teams can ask "which reports contain financial data and when were they last refreshed?" and get immediate, citation-backed answers spanning the entire analytics governance chain.

How It Works

SOURCEPower BISharePointMicrosoft TeamsAzure DevOpsPROCESSINGContext EnginePROCESSINGKnowledge GraphOUTPUTAnswers

Security & Compliance

SOC 2 Type IISOC 2 Type IIGDPRGDPRHIPAAHIPAAISO 27001ISO 27001

Deployment Options

DEPLOYMENT ARCHITECTURE

YOUR INFRASTRUCTUREOn-PremiseK3s / K8s / Bare MetalAPI ServerKnowledge GraphLLM (Ollama)PostgreSQLYour VPCAWS / Azure / GCPEKS ClusterKnowledge GraphKubeAI (GPU)S3 / BlobKARPENTER: GPU SCALE-TO-ZEROAir-GappedNo Internet RequiredAPI ServerKnowledge GraphOllama / MLXLocal StorageYOUR DATA NEVER LEAVES YOUR INFRASTRUCTURE

Frequently Asked Questions

How does Context connect to Power BI?

Context integrates with Power BI through the platform's REST API and Admin API using a dedicated Azure AD service principal with read-only permissions. Once configured, Context indexes workspaces, reports, datasets, DAX measures, and dataflows. The connection is read-only -- Context never modifies your Power BI content, datasets, or configurations. All indexing and processing happens on your infrastructure, whether deployed on-premise, in your VPC, or in an air-gapped environment.

Does Context access the underlying data in Power BI reports?

No. Context focuses on metadata and structural knowledge -- report configurations, DAX measure definitions, dataset schemas, dataflow transformations, and content permissions. It never queries or processes the actual data displayed in your Power BI visualizations. This approach captures the business intelligence logic embedded in your Power BI platform while keeping your underlying data completely untouched.

How does Context integrate with the broader Microsoft ecosystem?

Context connects Power BI knowledge to other Microsoft tools in your stack. Reports are linked to SharePoint documentation, Teams conversations where findings were discussed, Azure DevOps work items that requested the analytics, and OneDrive files used as data sources. This creates a unified knowledge graph spanning your entire Microsoft ecosystem alongside non-Microsoft tools like Snowflake, Jira, and Confluence.

How does Context handle Power BI row-level security?

Context respects Power BI's row-level security (RLS) configurations and workspace role assignments. When users search through Context, they only see results from Power BI content they would have access to in the Power BI service. Report details, DAX formulas, and dataset schemas are surfaced only to users with appropriate workspace permissions.

Can Context work with Power BI Premium and embedded deployments?

Yes. Context supports Power BI Pro, Premium Per User, Premium Capacity, and Embedded deployments. The integration connects through Power BI's standard REST APIs, which are available across all licensing tiers. For Premium Capacity customers, Context can leverage enhanced API capabilities for more comprehensive metadata indexing.

Setup Overview

Connecting Power BI to Context requires Power BI administrator access and Azure AD application registration, typically taking around 20 minutes. The process involves registering an Azure AD service principal with read-only Power BI API permissions, configuring which workspaces to index, and mapping Power BI workspace roles to Context access controls. Context handles the rest -- indexing begins automatically and the knowledge graph starts building within minutes. No changes to your Power BI workspace configuration or published reports are required.

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