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Azalio.io

Inventory Intelligence Agent
NDA-friendly

AI-assisted inventory analysis for reconciliation, topology correlation, and change impact insight

Designed for: CSP Inventory/Ops • OSS OEMs • Transformation Programs

Why inventory breaks in multi-vendor telecom networks

  • Fragmented sources (active/passive/service) create inconsistent truth
  • Reconciliation debt reduces inventory trust and automation readiness
  • Missing topology context slows RCA and impact analysis
  • Change risk is unknown until after incidents
  • Integration sprawl leads to fragile pipelines and drift

What the agent delivers

  • Entity resolution & normalization->consistent identifiers + relationships
  • Topology correlation (physical/logical)->reconciled topology view
  • Data gap identification->gap reports + exception queue
  • Change impact/risk insight->impacted services/sites + risk score
  • Natural language query (governed)->evidence-linked answers + confidence

Inputs

Inventory databasesNMS/EMS topology dataDevice configurationsAlarm/event streamsService models/orders

Outputs

Reconciled topology viewData gap reportsImpact analysisNL query answersRisk assessments

Outputs are API/event/export ready for downstream OSS consumption.

Azalio inventory agent architecture

Engineers

(exploration)

Managers

(reporting)

Executives

(governance)

TM ForumProduct Manuals3GPPTools

Deep Data Agents Factory

Inventory Agent

Core

Viz Agent

Assurance Agent

Contracts + validation • Evidence store + confidence • Audit logs + approvals

NMS

MCP Server

Neo4J

MCP Server

MariaDB

MCP Server

Connecting to NMS, Nokia UIV, Nokia NAC (examples)

Governance & Traceability

  • • Human-in-the-loop approvals for corrections
  • • Audit trail for answers and changes
  • • Evidence-linked responses + confidence indicator
  • • Role-based access control (RBAC) boundaries

Deployment options

  • • Runs on Kubernetes/OpenShift (containerized)
  • • On-prem / private cloud / VPC patterns
  • • Integrates via API gateway + OIDC/OAuth2
Observability: Traces/logs/metrics (OpenTelemetry pattern)

Core use cases

Topology-aware impact analysis

Input: Change request -> Output: Impacted services

Reconciliation automation + gap remediation workflow

Input: Disparate DBs -> Output: Gap report & sync

Ops query: NL answers with evidence for faster triage

Input: "What affected site X?" -> Output: Root cause + evidence

___%

Reduce manual reconciliation effort

___

Improve inventory trust score

__X

Faster impact analysis

___

Lower time-to-answer for ops queries

Metrics vary by ecosystem; baselined during pilot.

Example systems shown for illustration; interfaces adapt to customer ecosystem. © 2026 Azalio.io

Inventory Intelligence Agent 1-Pager