Improving
AI MATURITY MODEL

Improving's AI Maturity Model

See where your organization is on its AI journey, what's holding it back, and what it takes to move to the next stage, with our practical 8-stage AI maturity model across 3 waves.

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STRUCTURED MATURITY MODEL FOR EVERY AI ENGAGEMENT

Most AI Failures Are Missing Stages, Not Missing Technology

Organizations don't fail at AI because the models don't work. They fail because they skip stages, jumping from pilot straight to "agentic" without building the governance, workflow, and trust layers in between.

Improving's AI Maturity Model is an 8-stage framework, organized into 3 waves: Tools, Process, and Agentic Operations, mapping the path from zero AI usage to full agentic operations, built from Improving's delivery work across Fortune 500 engagements.

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DEFINITION

Improving's AI Maturity Model is an 8-stage framework, organized into 3 waves: Tools, Process, and Agentic Operations, mapping the path from zero AI usage to full agentic operations, built from Improving's delivery work across Fortune 500 engagements.

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WAVE 1

Tools

STAGES 1-2

Individuals moving from zero AI to off-the-shelf AI tools, one prompt at a time. Humans approve every action, and nothing yet compounds across the team.

WAVE 2

Process

STAGES 3-4

AI moves from single tasks to full workflows. This is where most organizations stall, because governance stops being optional and starts being imperative.

WAVE 3

Agentic Operations

STAGES 5-8

Agents execute autonomously, coordinate in parallel, and run against defined outcomes. This is where organizations stop managing AI and start operating with it.

THE 8 STAGES

Each Stage Is a Specific, Observable Shift in Trust

What AI is trusted to do, and how much oversight surrounds it, changes at every stage. Expand any stage below for the detail.

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Where You Are Right Now

Which of these sounds like you?

WAVE 1

Still in Wave 1?

Your team is running five different AI tools with five different opinions about what "good" looks like.

WAVE 2

Stuck in Wave 2?

Your pilot worked in isolation and fell apart the moment it touched a real workflow.

WAVE 3

Stranded in Wave 3?

Agents are running in production. Nobody agreed on what "agentic" requires before they went live, and now nobody owns the fallout.