Life Events Agent
Agent Mode Active

Reference architecture

Solution Architecture on Microsoft

Life Events Agent runs on Azure, Microsoft Fabric, Azure AI Foundry, and Dynamics 365 — additive to the estate consumer telcos already operate.

6 layers · 20 Microsoft services

End-to-End Data and Decision Flow

Signal to executed journey
1

Signals

Event Hubs + Data Factory

2

Unify

Microsoft Fabric OneLake

3

Predict

Azure Machine Learning

4

Reason

Azure AI Foundry agent

5

Approve

Teams human-in-the-loop

6

Execute

Dynamics 365 + Logic Apps

Architecture Layers

Named Microsoft components

Layer 01

Signal Ingestion

Streaming and batch capture of internal, partner, and market signals.

  • Azure Event Hubs

    Real-time clickstream, app, and network telemetry

  • Azure Data Factory

    Batch partner and housing data pipelines

  • Azure API Management

    Governed partner signal connectors

Layer 02

Data Foundation

Unified household data product with lineage, consent, and quality controls.

  • Microsoft Fabric / OneLake

    Single household 360 lakehouse

  • Azure Databricks

    Feature engineering on behavioral signals

  • Microsoft Purview

    Consent, lineage, and data minimization

Layer 03

Prediction

Life-event propensity models producing scored, explainable predictions.

  • Azure Machine Learning

    Move, WFH, college, and churn propensity models

  • Fabric Feature Store

    Reusable household and market features

  • Responsible AI Dashboard

    Fairness, drift, and explainability scoring

Layer 04

Agent Layer

Reasoning, planning, and content generation with grounded enterprise context.

  • Azure AI Foundry

    Agent hosting, evaluation, and tracing

  • Azure OpenAI

    Reasoning and personalized message generation

  • Azure AI Search

    Grounding on offers, policy, and playbooks

  • Semantic Kernel / Copilot Studio

    Tool calling and journey orchestration

Layer 05

Action Layer

Execution into the systems that actually touch the customer.

  • Dynamics 365 Customer Insights

    Segment activation and journey delivery

  • Dynamics 365 Customer Service

    Care scripts and next-best-action

  • Azure Logic Apps

    Install reservation, CRM tasks, field dispatch

  • Microsoft Teams

    Human-in-the-loop journey approvals

Layer 06

Governance and Platform

Security, identity, and cost control across the full agent lifecycle.

  • Microsoft Entra ID

    Identity, roles, and least-privilege access

  • Azure Policy + Defender for Cloud

    Guardrails and posture management

  • Azure Monitor

    Agent telemetry, audit trail, and cost visibility

Why Microsoft

Executive rationale

Runs on the existing estate

Most consumer telcos already operate Azure, Fabric, and Dynamics 365. The agent layer is additive rather than a parallel stack, which shortens time to value to quarters.

Governance is native

Purview, Entra ID, and Responsible AI tooling cover consent, data minimization, and explainability requirements that life-event data demands from day one.

Action, not just insight

Dynamics 365 and Logic Apps close the loop into marketing, care, install, and CRM so the agent executes journeys instead of publishing dashboards.

Enterprise-grade agent operations

Azure AI Foundry provides evaluation, tracing, versioning, and cost controls so agent behavior is measurable and auditable in production.