AI Mandate Risk & Workflow Audit Workbench

Quantify verification overhead drag, hallucination debt, IP exposure & carbon footprints against deterministic pipelines.

⚠️
Net Productivity Loss (Verification Drag Exceeds Generation Savings)
Human-in-the-loop triage latency completely counteracts raw drafting velocity.
Weekly Net Hours Delta
-32.4 hrs
Drag vs Deterministic
IP Exposure Tier
Critical Exposure
Audit finding: Mandatory restriction
Monthly Carbon Footprint
184.2 kg CO₂e
~820 L direct water evaporated
Inflection Error Cap
8.5%
Break-even error threshold
Verification Drag Sensitivity Curve (Error % vs Weekly Net Hours) Current: 18% Error → -32.4 hrs
0% Error Rate (Ideal Automation) Inflection / Break-even (0 hrs net) 50% Error Rate (Severe Slop Debt)
Generated Governance & Exemption Dossier RESTRICTED PIPELINE
{
  "audit_version": "2.4.0",
  "workflow": "Data Analytics & SQL Query Generation",
  "status": "Net Productivity Loss (Verification Drag Exceeds Generation Savings)",
  "net_hours_delta_per_week": -32.4,
  "ip_risk_tier": "Critical Exposure",
  "monthly_carbon_kg": 184.2,
  "recommended_action": "Restricted Deterministic Pipeline with Human Code Review Exemption"
}
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