🎯 LLM Accuracy Target Calculator

Calculate realistic accuracy targets based on financial impact and desired ROI

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$
%
Break-even Accuracy
--%
Recommended Target Accuracy
Expected ROI at Target
--%

📊 How the Calculation Works

Break-even Accuracy = Cost of Wrong ÷ (Cost of Wrong + Cost Savings)
Your Break-even: $300 ÷ ($300 + $50) = 85.8%
Target Accuracy: 91.4% for 15% ROI
Meaning: At target accuracy, you earn 15% return on your penalty costs

Why this works: Below break-even you lose money. At break-even you break even. Above break-even you make profit. The target accuracy ensures your desired ROI.

📰 Example: Fake News Classification

Correct: Saves $50 in review costs
Incorrect: Costs $300 in reviews/complaints
Target ROI: 15% return
Result: Need 85.8% to break even, 91.4% for 15% ROI