Matt Coppinger

Map the cost and ROI of AI across your business

Free, vendor-neutral, no sign-up. See where AI adds value, which models to use, and what it will actually cost.

Quick Start Scenario

"We matched each use case to the right tool and the results speak for themselves." Claude Enterprise for knowledge workers across all functions. Mixed automation levels tuned per use case. No blanket licensing — every seat earns its keep.

Company Setup

Current AI Licensing

Team Size by Function

Business Functions

One-off costs
$20,100
Annual costs
$90,000
Licensing: $90,000 + API/Infra: $0.00
Annual savings
$340,948
Portfolio ROI (3yr)
253%
Break-even
1 mo

🎯 Viewing "Right-sized AI" — strategic deployment per use case. to see the contrast.

⚡ Automation opportunity: +$17,795/mo by upgrading use cases to higher automation levels

Cost by Function

Includes API, infrastructure, and attributed platform licensing costs

Use Case Detail

Use Case Function Tier Deploy Monthly ROI
Lead scoring & qualificationSales & MarketingSmallClaude$0.00>999%
Content creationSales & MarketingMidClaude$0.00>999%
Customer insight & segmentationSales & MarketingMidClaude$0.00619%
L1 ticket automation / chatbotCustomer ServiceSmallClaude$0.00>999%
Sentiment analysis & escalation routingCustomer ServiceSmallClaude$0.00>999%
Knowledge base Q&ACustomer ServiceSmallClaude$0.00>999%
Invoice & expense processingFinance & AccountingSmallClaude$0.00>999%
Financial forecasting & variance analysisFinance & AccountingMidClaude$0.00251%
CV screening & shortlistingHR & PeopleSmallClaude$0.00>999%
Policy & benefits Q&A chatbotHR & PeopleSmallClaude$0.00>999%
Code assistance & reviewIT & EngineeringMidClaude$0.00>999%
Incident triage & responseIT & EngineeringSmallClaude$0.00>999%
Documentation generationIT & EngineeringMidClaude$0.00>999%
User research synthesisProduct & R&DMidClaude$0.00526%
PRD & spec draftingProduct & R&DMidClaude$0.00>999%
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