Use Case Explorer
Detailed breakdown of 8 priority AI use cases with KPIs and financial benefits
8
4
$5.6M
1.6 yrs
Current State Challenges
Manual test execution limited to PIP network only
No MOS or jitter metrics collection
Each maintenance window requires 2 engineers for 4+ hours
Limited test coverage across network types
AI-Enabled Future State
AI agents execute tests across all network types automatically
Real-time MOS/jitter metrics with anomaly detection
Single engineer oversight with 75% time reduction
100% network coverage with continuous monitoring
All Use Cases by Priority
High Priority
4 use casesAutomated Network Maintenance & Testing
Deploy AI agents to execute test calls across all network types (PIP, IDA, IVR, DS-CAP) with real-time MOS/jitter metrics, reducing manual testing by 75% and widening coverage to 100%.
Annual Benefit
$576K
Payback
0.6 yrs
Implementation Cost
$350K
3-Year NPV
$2.1M
Launch Date
Q2 2025
Annual Benefit
$576,000
AI-driven Incident Management & Root-Cause Analysis
Introduce an AIOps platform to detect anomalies, correlate events, diagnose root causes with 95% accuracy, and orchestrate remediation, reducing MTTR by 80%.
Annual Benefit
$4.2M
Payback
0.12 yrs
Business Case Development & ROI Modelling
Build a data-driven framework with cost models and ROI projections to justify AI investment, demonstrating $10M+ cost avoidance over three years.
Annual Benefit
$108K
Payback
0.5 yrs
Tribal Knowledge Capture & Retrieval (RAG)
Create a knowledge repository using RAG so engineers and AI assistants can query institutional memory on demand, reducing onboarding time by 50%.
Annual Benefit
$158K
Payback
1.3 yrs
Medium Priority
4 use casesEnterprise AI Infrastructure & Lab
Build an AI lab with HPE/NVIDIA or Kamiwaza stacks, ensuring enterprise-grade support, scalability, and security for all AI initiatives.
Annual Benefit
$180K
Payback
4.4 yrs
Predictive Maintenance & Resource Allocation
Apply ML models to network performance data to predict failures and schedule maintenance proactively, reducing emergency repairs by 70%.
Annual Benefit
$216K
Payback
1.4 yrs
Data Volume & Infrastructure Planning
Assess data volume, velocity and variety to size storage, compute and networking correctly, reducing estimation errors by 75%.
Annual Benefit
$58K
Payback
1.7 yrs
Call-Quality Monitoring & MOS/Jitter Analysis
Integrate MOS and jitter measurements into network tests with real-time VoIP quality monitoring, improving MOS from 3.5 to 4.0.
Annual Benefit
$58K
Payback
2.6 yrs
