Enterprise Cost Calculator

Calculate realistic savings for Ericsson-scale telco maintenance operations

Traditional Cost
$0

40 hours/TR × 25,000 TRs

AI-Assisted Cost
$0

Weighted by assistance level

Annual Savings
$0
0.0%
Enterprise Cost Analysis
• Annual TR Volume: 25,000 trouble reports
• Weighted Hourly Rate: $70
Traditional Approach:
• $0 per year
• 1,000,000 hours total time
AI-Assisted Approach:
• $0 per year
• $0 saved (0.0%)
Breakdown by Assistance Level:
• Bug already fixed in later version (MHWeb hit): 3,750 TRs (15%)$9,450,000 saved
• AI provides complete fix with high confidence: 2,500 TRs (10%)$7,000,000 saved
• AI narrows to root cause, human validates: 7,500 TRs (30%)$15,750,000 saved
• AI provides context, human investigates: 8,750 TRs (35%)$12,250,000 saved
• AI helps minimally, mostly manual: 2,500 TRs (10%)$1,750,000 saved
Baseload Reduction
0%

Sprint capacity freed for feature development

FTEs Offloaded
0 FTEs

Full-time equivalents (1,800 hours/year)

Enterprise Parameters
Configure for your organization's scale

Typical enterprise range: 10,000 - 50,000 TRs/year

Average across Asian ($35), E. European ($55), W. European ($85), American ($120)

Baseline: 40 Hours per TR

Industry standard for telco maintenance: 2,400 minutes average time to investigate, fix, test, and deploy a bug fix across complex multi-language codebases.

MHWeb Pre-Analysis Value

Finding that a bug is already fixed in a later version saves ~36 hours of investigation— days of advantage per TR.

Cost Comparison
Traditional vs AI-assisted approach
Calculating...
Cost per TR (Traditional):$2800
Cost per TR (AI-Assisted):$0
Savings per TR:$0
Savings Breakdown by AI Assistance Level
Visual breakdown showing how each assistance level contributes to the $46.1M total savings

Annual Savings by AI Assistance Level

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TR Distribution (25,000 Total)

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Annual Parameters
•
Annual TR Volume:25,000 trouble reports
•
Weighted Hourly Rate:$70/hour
•
Baseline per TR:40 hours (2,400 minutes)
Traditional Approach
•
Annual Cost:$0 per year
•
Total Time:1,000,000 hours (41,666 days)
•
Average per TR:40 hours × $70 = $2800
AI-Assisted Approach
•
Annual Cost:$0 per year
•
Total Savings:$0 (0.0%)
•
Average per TR:13.7 hours × $70 = $0

Savings Breakdown by AI Assistance Level

Key Metrics

• Traditional Cost:$0M/year
• AI-Assisted Cost:$0M/year
• Total Savings:$0M (0.0%)
• Time Reduction:40hrs → 13.7hrs avg
• Top 3 Levels:55% TRs, $32.2M saved
• MHWeb Pre-Analysis:36 hours saved per hit
AI Assistance Level Distribution
Realistic breakdown of how AI helps across different TR complexities
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Value Proposition
Why this matters for Ericsson-scale operations

The MHWeb Advantage

TRs with MHWeb hits (15%):3,750
Hours saved per hit:~36 hours
Total MHWeb savings:$9,450,000

Full Automation Impact

10% of TRs can be fully automated—AI provides complete fix with 0 human hours required.

Annual automation savings:$7,000,000

ROI Summary

For 25,000 TRs/year at $70/hour, AI assistance saves $0 annually— a 0.0% cost reduction while maintaining quality and accelerating time-to-resolution.

"Sometimes simply finding if a bug has been already addressed earlier means days of advantage. The potential is huge."

— GoApercu Labs Co-Founder

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