Masterclasses with

Ryan J. Lee

Progressive AI Maturity Model (PAiMM™) — five stages from foundation to mastery, with productivity multipliers

Ryan J. Lee

Framework

AI Maturity Model

A five-stage path for technology organizations — from first wins to AI-native execution. Each stage maps to an expected productivity multiplier Ryan has measured across client engagements.

Levels
5
Stages
Phases
5
Stages
Stage 1

Foundation

+25% productivityLevel 1
  • Level 01

    Foundation: First Wins Without Chaos

    Establish guardrails, tooling, and a handful of high-signal use cases. The goal is confidence and measurement — not transformation theater.

    “You cannot scale what you have not measured at the baseline.”

    • Governance
    • Tooling
    • Baseline
    • +25% productivity
Stage 2

Literacy

+75% productivityLevel 2
  • Level 02

    Literacy: One Language Across the Org

    Product, engineering, and leadership share vocabulary, patterns, and expectations for how AI shows up in delivery.

    • Enablement
    • Standards
    • Adoption
    • +75% productivity
Stage 3

Fluency

+300% productivityLevel 3
  • Level 03

    Fluency: AI in the Daily Workflow

    Agents, copilots, and automated loops are embedded in how work gets done — not bolted on at the end of the sprint.

    “Fluency is when AI stops being a project and becomes the default.”

    • Workflows
    • Agents
    • Integration
    • +300% productivity
Stage 4

Expert

+500% productivityLevel 4
  • Level 04

    Expert: Orchestration at Org Scale

    Multi-agent systems, shared context, and platform primitives compound leverage across teams and products.

    • Orchestration
    • Platform
    • Scale
    • +500% productivity
Stage 5

Mastery

+1000% productivityLevel 5
  • Level 05

    Mastery: The AI-Native Operating Model

    The organization executes at the speed of thought — ideas move to production with minimal friction and maximum learning velocity.

    “Mastery is when the gap between idea and shipped product nearly disappears.”

    • Operating model
    • Velocity
    • PAiMM™
    • +1000% productivity

About this show

PAiMM™ for technology organizations

The Progressive AI Maturity Model is a framework Ryan built and has woven into product and engineering organizations at scale. Each stage has a target productivity lift — use it to assess where you are and what to build next.

  • Five stages: Foundation → Literacy → Fluency → Expert → Mastery
  • Expected lifts: +25%, +75%, +300%, +500%, +1000% productivity
  • Assessment-ready — map teams, squads, and the wider org
  • Pairs with Product to Production for how to execute each stage

Ready to start the journey?

Join the masterclass waitlist and we'll reach out when the next cohort opens.

Not sure where you stand? Take the PAiMM™ assessment
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