Audit Engine

AI Useful Intelligence ROI & Unit Economics Analyzer

🔍 Visual OCR Bounding Segmentation
Drag bounding boxes to re-segment. Click box to inspect extracted raw metric.
📝 Extracted Model Execution Ledger
Model Name Task Type Cost ($) Useful Work (Units) Dependability (%) Latency (s) Action
⚡ Unit Economics & ROI Metrics
TIMESTAMP: READY
Useful Intel / $
0.00
Work units delivered per USD
Cost / Succ. Task
$0.0000
Adjusted for dependability
Net Dependability
0.0%
Weighted output score
Top Performer
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Max Efficiency Index
📈 Cost vs Useful Work Efficiency Frontier
COMPUTED AUDIT VERDICT OPTIMAL FRONTIER FOUND
Evaluating preset state...

Auditing AI Unit Economics & Useful Intelligence ROI

Read the explanation

The tool audits generative AI costs by balancing raw execution fees against verified useful intelligence per dollar. Each model run calculates adjusted work using dependability raised to your sensitivity weight, divided by latency drag and USD cost. When you adjust the dependability slider or alter execution costs, the efficiency frontier shifts to immediately highlight the top performer.

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