Module 2 • Lesson 17• 45 mins

Separate Technical POC from Production MVP for AI Products

Disambiguate technical feasibility in idealized POCs from production value delivery in MVPs; avoid the dangerous fallacy that POC success guarantees production readiness.

Differentiate core hypotheses: Technical Feasibility (POC) vs User Value (MVP)

Contrast POC vs MVP across 5 operational dimensions

Establish prerequisite validation gates for POCs before funding MVP builds

Separate Technical POC from Production MVP for AI Products

A recurring pathology in AI development is jumping directly from high-level ideation into full-scale MVP builds while skipping the Proof of Concept (POC) stage, or conflating the two. The consequence: engineering teams invest months building polished UI screens, auth systems, and database pipelines, only to discover that the core foundational model capability cannot cross the minimum technical feasibility threshold.

Running Example: FinTrack Logistics evaluating an automated optimization engine: "AI dynamically optimizes multi-stop carrier delivery routes in real time to reduce fleet fuel consumption by 15%."

TIẾP CẬN CŨ / LỖI THỜI

POC (Proof of Concept - 1 to 2 weeks)

Validates: 'Is this technically feasible?' (Internal, Clean Data, Disposable Code)

CHUẨN AI PM / HIỆN ĐẠI

MVP (Minimum Viable Product - 6 to 8 weeks)

Validates: 'Do real users get business ROI?' (Production, Dirty Data, Hardened Service)

POC VS. MVP BOUNDARY•Technical Feasibility vs. Production Value

Demarcate the Technical POC vs. Production MVP Boundary

1. TARGET AUDIENCE

Internal: Only PM, Tech Lead, and Leadership evaluating algorithm signals.

2. DATA ENVIRONMENT

Sterile sandbox: Clean spreadsheet data covering 5 central grid zones.

3. CODE SHELF LIFE

Disposable: Jupyter Notebooks running locally on the Data Scientist's laptop.

4. DEFINITION OF DONE

Algorithm demonstrates ≥12% theoretical distance reduction on 100 simulated trips.

POC vs. MVP Principle: POC validates technical viability in sterile sandboxes (1-2 weeks). MVP measures business value on real users (6-8 weeks). POC success is a necessary condition, never a sufficient condition to ship.