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.

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