AI Device Lifecycle Management Digital Worker
Deploys a 9-agent AI system that orchestrates device lifecycle analysis across HRIS, MDM, carrier APIs, billing systems, and asset databases. Agents use Claude 3 Opus, Sonnet, and Haiku models matched to task complexity.
Problem Statement
The challenge addressed
Solution Architecture
AI orchestration approach
Multi-Agent Orchestration Configuration - Configure the 9-agent workflow DAG with data source integrations and analysis parameters
Device Lifecycle Analysis Execution - Live agent status tracking with reasoning streams and event timeline
AI-Powered Insights Dashboard - Comprehensive analysis results with cost savings, compliance metrics, and prioritized recommendations
Workflow Observability - Detailed audit trail of agent execution events with timestamps and outcomes
AI Agents
Specialized autonomous agents working in coordination
Lifecycle Orchestrator Agent
Device lifecycle analysis requires coordinating multiple data sources and specialized analyses while managing complex dependencies between zombie detection, compliance, and cost optimization.
Core Logic
Coordinates multi-agent workflow using Claude 3 Opus. Manages task delegation with delegate_task tool, synthesizes findings from all agents with synthesize_findings, and identifies cross-agent patterns like correlations between zombie devices and compliance gaps in specific departments.
Zombie Device Hunter Agent
Devices continue billing for weeks or months after employee termination due to process gaps between HR systems and carrier deactivation workflows.
Core Logic
Cross-references HRIS termination records with active carrier billing using query_hris and cross_reference_billing tools. Identifies devices with billing activity post-termination, calculates waste amounts, and measures average delay between termination and deactivation. Flags immediate termination opportunities.
Upgrade Optimizer Agent
Suboptimal device upgrade timing wastes money through missed trade-in windows, out-of-warranty failures, and poor TCO decisions.
Core Logic
Analyzes device health metrics using analyze_device_health to predict failure probability. Calculates total cost of ownership across upgrade scenarios with calculate_tco tool. Identifies warranty expiration clusters and optimal trade-in timing. Balances upgrade investments against failure risk.
BYOD Compliance Agent
BYOD programs leak money through stipends paid to ineligible employees, devices without required MDM enrollment, and role-tier mismatches.
Core Logic
Validates MDM enrollment status with query_mdm and employee eligibility with validate_eligibility based on role and department policies. Identifies stipend recipients without required MDM enrollment, role-tier mismatches, and policy violations. Uses Claude 3 Haiku for fast compliance checking.
IoT Asset Tracker Agent
IoT devices proliferate without proper asset tracking, resulting in untracked carrier-billed devices, orphaned assets, and idle lines consuming budget.
Core Logic
Scans carrier accounts for all data-enabled devices using scan_carrier_inventory. Reconciles discovered devices against CMDB with reconcile_assets to identify untracked assets. Detects idle IoT devices with zero data activity. Flags devices requiring immediate ownership assignment.
Cost Leak Detector Agent
Billing anomalies and plan misalignments hide within complex carrier invoices, requiring sophisticated pattern analysis across historical data.
Core Logic
Uses Claude 3 Opus for advanced billing analysis. Detects anomalies with analyze_billing and detect_anomalies tools comparing current periods against historical baselines. Identifies plan optimization opportunities where devices use less than 50% of plan capacity. Quantifies savings from right-sizing.
5G Security Sentinel Agent
Enterprise 5G deployments including private networks and network slices introduce new security vulnerabilities and zero-trust compliance gaps.
Core Logic
Scans 5G network slice configurations with scan_network_slices for security vulnerabilities. Detects threats across 5G infrastructure using detect_5g_threats. Validates zero-trust architecture compliance with validate_zero_trust. Identifies devices bypassing authentication chains and unpatched slice isolation issues.
ESG & Sustainability Analyst Agent
Device fleets generate significant carbon footprint and e-waste without proper tracking, creating ESG compliance gaps and missed circular economy opportunities.
Core Logic
Calculates carbon emissions from device manufacturing, usage, and disposal using calculate_carbon_footprint. Tracks e-waste metrics with analyze_ewaste for devices past recommended lifecycle. Generates ESG reports with generate_esg_report for sustainability disclosures. Identifies trade-in program opportunities.
eSIM Optimizer Agent
eSIM-enabled devices can switch carriers dynamically but enterprises miss cost arbitrage opportunities across carriers and pay for dormant profiles.
Core Logic
Analyzes eSIM profile usage with analyze_esim_profiles to identify optimization opportunities. Calculates carrier arbitrage savings with calculate_carrier_arbitrage based on usage patterns. Optimizes international roaming with optimize_roaming by deploying local eSIM profiles. Identifies dormant profiles incurring fees.
Worker Overview
Technical specifications, architecture, and interface preview
System Overview
Technical documentation
Tech Stack
5 technologies
Architecture Diagram
System flow visualization