AI Product Maturity Score™ (AIPM Score™)

Evolve Forever™

Measure Your Organization's AI Product Maturity

The AI Product Maturity Score™ (AIPM Score™) is a comprehensive assessment tool based on the 9-Step AI Product Creation Framework by Prof. Shub Agarwal, endorsed by leaders from Google, Meta, Microsoft, Apple, Amazon, MIT, Stanford, McKinsey, BCG, and more.

This dual-track framework assesses both visionary (strategic, transformative) and tactical (execution, operational) capabilities across three maturity stages: Foundation, Execution, and Excellence, with a capstone transformation dimension.

The 9 Assessment Dimensions

🏗️ Foundation Stage (Steps 1-3)

Product Discovery & Opportunity Prioritization — Leverage rigorous customer/market research (including AI tools) and specialized prioritization methods to identify and rank AI product opportunities
AI Fluency & Cross-Functional Alignment — Fluency of AI concepts across tech and business teams, with product, data science, and engineering aligned on AI capabilities
Experimentation Mindset — Foster continuous discovery, iterative prototyping, and model-specific experimentation practices throughout the AI product lifecycle

🚀 Execution Stage (Steps 4-6)

AI Lifecycle: MDLC + SDLC Integration — Understanding of Model Development Lifecycle (MDLC) and Software Development Lifecycle (SDLC) integration, productization from research to production, and responsible AI practices
Productization: Research to Production — Rapidly move from AI research to production deployment with high success rates and short cycle times
Evals: Acceptance, Stakeholder Management & Metrics — Acceptance criteria extend beyond model performance to customer value realization, user trust, and explainability evaluations

⭐ Excellence Stage (Steps 7-9)

Peak Performance: Exceeding Human-Level Performance — Strategically plan for AI to match and exceed human performance with clear roadmaps and measured evidence
Responsible AI: Ethics, Explainability & Bias — Ensure AI systems are ethical, explainable, and unbiased with comprehensive governance frameworks
MLOps: Automated Drift Management & Self-Healing — Continuously monitor and maintain AI performance in production with automated retraining and self-healing capabilities

✨ Transformation Capstone

AI IS the New UX (Invisible Product Experience) — AI becomes the interface itself—intelligent, anticipatory, and invisible. Users express intent naturally, the system reduces toil, and experiences feel magical and effortless.

Target Audience

Chief Product Officers (CPOs) — Reduce AI product failure rates from 85% to industry-leading levels
Chief AI Officers (CAIOs) — Accelerate time-to-market for AI initiatives by 3-6 months
AI Product Leaders — Build high-performing AI product teams with clear capability benchmarks

Framework Endorsement

The 9-Step AI Product Creation Framework has been endorsed by leaders from:

Google Meta Microsoft Apple Amazon MIT Stanford McKinsey BCG

⚠️ Please enable JavaScript to take the interactive assessment and receive your personalized AIPM Score™ with detailed insights and recommendations.