Solution architecture

Built on Microsoft

The Growth Planner Agentic Solution runs inside the operator's own Azure tenant — Microsoft Fabric for signals, Azure AI Foundry and Azure OpenAI for reasoning, Copilot and Power Platform for action.

Signal-to-action pipeline

Five Microsoft layers, one continuous loop.

Ingest
Fabric + Data Factory land local signals
Microsoft Fabric
Curate
OneLake gold tables per neighborhood
OneLake
Score
Azure ML forecasts revenue and risk
Azure ML
Reason
Foundry agent ranks and explains
Azure AI Foundry
Act
Copilot + Power Platform execute plans
Copilot Studio

Microsoft service map

Each layer maps to first-party Azure and Microsoft 365 services.

Signal Ingestion

Continuously land housing, permit, mover, competitor, and demand signals.

  • Azure Data Factory
    Scheduled + event-driven ingestion of permit, mover, and demographic feeds
  • Azure Event Hubs
    Streaming intake for search demand, speed tests, and care signals
  • Microsoft Fabric — OneLake
    Single lakehouse for all local market signal data
  • Azure Logic Apps
    Connectors to municipal, MLS, and third-party data sources

Data Platform & Modeling

Curate signals into a governed market-level growth model.

  • Microsoft Fabric Lakehouse
    Bronze/silver/gold medallion curation of neighborhood signals
  • Azure Databricks
    Feature engineering and propensity/forecast model training
  • Azure Machine Learning
    Revenue forecast, churn risk, and mobile attach scoring models
  • Azure Maps
    Geospatial joins, serviceability overlays, and drive-time zones

Agent & Reasoning

Turn scored signals into ranked opportunities and executive-ready reasoning.

  • Azure AI Foundry
    Agent orchestration, evaluation, tracing, and model routing
  • Azure OpenAI (GPT-4.1 / o-series)
    Market reasoning, business case drafting, confidence rationale
  • Azure AI Search
    Vector + hybrid retrieval over permits, filings, and internal plans
  • Semantic Kernel
    Multi-agent planning across network, marketing, sales, finance workstreams
  • Azure Functions
    Tool calls: ROI model, serviceability lookup, capex estimator

Experience & Action

Deliver recommendations where executives and teams already work.

  • Microsoft Copilot Studio
    Executive Q&A agent embedded in Teams
  • Microsoft 365 Copilot
    Business case, deck, and email generation in Word, PowerPoint, Outlook
  • Power BI
    Growth command center dashboards and capex ROI views
  • Power Automate + Dataverse
    Approval workflow and workstream task creation
  • Dynamics 365 Sales
    New mover lead lists routed to field and digital sales

Governance & Trust

Keep an autonomous agent auditable, compliant, and safe.

  • Microsoft Entra ID
    Role-based access for executives, planners, and agents
  • Microsoft Purview
    Data lineage, sensitivity labeling, and agent action auditing
  • Azure AI Content Safety
    Guardrails on generated executive content
  • Azure Monitor + App Insights
    Agent telemetry, drift, and decision traceability

Why this architecture holds up in the boardroom

Runs entirely inside the operator's Azure tenant — no customer data leaves governed boundaries
Fabric OneLake avoids duplicating network, billing, and market data across teams
Azure AI Foundry provides evaluation and tracing so every recommendation is auditable
Copilot Studio and Microsoft 365 Copilot deliver the agent where executives already work
Purview and Entra ID enforce least-privilege access for autonomous actions
Modular services allow phased rollout: dashboard first, autonomous workstreams later

One tenant. One data estate. One agentic solution.

See it in the Executive Walkthrough