AI Economic Value Engine

Acknowledgement: Shared by Peter Bamuhigire, techguypeter.com, +256 784 464178.

Use When

• A client or internal team wants AI features, AI transformation, agentic workflows, analytics, automation, or AI-powered apps.
• The work needs prioritization by business value, feasibility, data readiness, risk, and maintainability.
• You must turn AI capability into a proposal, PRD, roadmap, SRS, architecture, or implementation plan.

Do Not Use When

• The request is not materially about AI value, AI product selection, AI ROI, or AI investment prioritization.
• The user already has a committed AI feature and needs a narrower implementation, evaluation, security, RAG, or agent runtime skill.

Core Principle

AI must improve an economic system: revenue, margin, productivity, quality, speed, risk, compliance, retention, or decision accuracy. Do not recommend AI for novelty.