Module 2 • Lesson 12• 50 mins
Plot Capability-Task Fit on the Maturity vs. Error Tolerance Matrix
Diagnose initiatives on the 2x2 Maturity × Error Tolerance matrix, decode the danger quadrant, and architect robust guardrails and human escalation fallbacks.
Analyze the 2 decision axes: Capability Maturity and Task Error Tolerance
Navigate the Danger Quadrant: High maturity paired with zero error tolerance
Re-architect high-risk tasks into safe, deployable product boundaries
Plot Capability-Task Fit on the Maturity vs. Error Tolerance Matrix
Even when armed with pristine data (high Data Readiness from Lesson 7), a fundamental strategic question remains: Does the nature of this product task forgive occasional model errors?
Running Example: FinTrack Market evaluating two product proposals: (1) AI generating product catalog copy directly published to live store pages without review, and (2) AI autonomously approving working capital loans for marketplace merchants.
TIẾP CẬN CŨ / LỖI THỜI
Flawed: Autonomous AI on High-Stakes Tasks
Catastrophic brand damage and legal liability upon first hallucination
CHUẨN AI PM / HIỆN ĐẠI
Capability-Task Fit Matrix
Match Tech Maturity × Error Tolerance; advance autonomy step-by-step
CAPABILITY–TASK FITTechnology Maturity × Failure Stakes
Capability–Task Fit Matrix: Map Technology Maturity Against Failure Stakes
PM GOVERNANCE DIRECTIVE:
✓ Optimize unit economics and inference latency. Ship to 100% of user base.