AI is eroding your judgement.
Learn to preserve it.

For professionals in career transition who already use AI but don't fully trust it yet.

Tier 1 delivers the complete Personal AI Operating Model: frameworks, templates, and structured thinking tools to use AI without losing clarity, accountability, or control.

Self-directed DIY product. No live support, no facilitation, no teaching.

Introduction to the Personal AI Operating Model

Watch this 2-minute overview to understand how Growth by AI preserves your judgement while working with AI tools.

Most people don't realize they're delegating judgement to AI until it's already happened. Before you commit to structure, understand where you actually stand.

Start Here

7 questions. Immediate results. Reveals your current AI delegation posture—not to judge, but to calibrate.

Already know you need structure? Skip to Tier 1 →

Who's Behind Growth by AI

I built Growth by AI after watching capable, thoughtful people lose confidence in their own judgement the moment AI entered the room.

Most AI education focuses on speed, hacks, and outputs. Very little focuses on decision quality, governance, or the long-term consequences of delegating judgement too early.

My background is in structured decision-making, programme leadership, and AI governance. I hold CPMAI and AIGP credentials not as badges, but as disciplines — frameworks for knowing when to use AI, how far to trust it, and when not to.

Growth by AI exists to help people use AI without surrendering agency, clarity, or responsibility for outcomes.

The Path

Tier 1 is available now. Tier 2 and Tier 3 open periodically.

Structure Before Speed
Start Here → Now Available

Tier 1: Foundation

Self-Directed · DIY Product

Complete Personal AI Operating Model delivered as frameworks, templates, and structured thinking tools. No support, no facilitation—designed to work without live interaction.

  • Structure before speed
  • Judgement over automation
  • Accountability always
Begin Tier 1
Coming Soon

Tier 2: Application

Facilitated Calibration Only

Monthly small-group sessions to calibrate your judgement as you apply Tier 1. Not instruction, not delivery, not mentoring—only accountability and perspective.

Tier 2 (Coming Soon)
1:1 Available

Tier 3: Bespoke

Bounded Customisation

Finite 1:1 systems design for custom frameworks or governance integration. Project-based with clear deliverables and endpoints—not ongoing coaching.

Tier 3 (1:1 Available)
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CPMAI & AIGP

Certified AI governance and management practitioner

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Founding Beta

Building this in public with early adopters, not polished marketing

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Not Prompts

Disciplined thinking structures, not shortcuts

The Problem

Judgement Over Automation

AI makes everything faster. But speed without judgement is recklessness.

When you automate thinking before you've learned to think well, you don't save time—you compound bad decisions.

  • Most people treat AI like a shortcut
  • They delegate without defining what good looks like
  • The result: surface-level output, no depth, no ownership

You end up dependent on the tool instead of strengthened by it.

Three Core Principles

Growth by AI is not about prompts or hacks. It's about building a durable operating model for working with AI that preserves—and sharpens—your judgement.

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Structure Before Speed

Define your standards before you delegate to AI. No vague prompts, no uncertain outputs—only clear criteria for what good looks like.

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Judgement Over Automation

AI accelerates execution, not thinking. Build repeatable structures that enforce accountability at every step.

Accountability Always

You own the output, not the tool. Maintain agency and ownership over all work products, even when AI speeds up delivery.

Structure or Drift

Start with Tier 1

Either you define discipline, or AI defines convenience.

About the Framework

The Personal AI Operating Model is a systematic approach to working with AI tools without losing clarity, accountability, or agency. It's designed for people who want to use AI as leverage—not as a crutch.

Core Doctrine
  • Structure before speed — Define what good looks like before you automate
  • Judgement over automation — AI accelerates execution, not thinking
  • Accountability always — You own the output, not the tool

This is not a productivity hack. It's a discipline.

AI Judgement Readiness Diagnostic

Answer 7 questions. Receive your AI Judgement Delegation Model assessment.