00 toolkit 7x5

title: "Adaptive Adoption™: The Under the Hood Toolkit"

author: "Paul Gibbons"

type: Framework

status: Draft

created: 2024-05-23

tags:

- #AdaptiveAdoption

- #ChangeManagement

- #ArtificialIntelligence

- #BehavioralScience

- #DigitalTransformation

- #OrganizationalCulture

- #AI_Ethics

- #FutureOfWork

**Framework Overview:**

Adaptive Adoption™ moves beyond linear change management ("The Culture Change Ripoff") to an evidence-based, complex-adaptive approach. It treats AI adoption not as a project to be managed, but as a capability to be grown—more like carpentry than calculus.

## 1. Master the Craft

**Theme:** Moving from passive consumption (training) to active experimentation (mastery).

| :--- | :--- | :--- | :--- |

| **"Sandbox" Environments**
*(Safe, walled-off data spaces to break things)* | **Hackathons \& Datathons**
*(Time-boxed, high-energy problem solving)* | **"Fail Loudly"**
*(Sharing errors/hallucinations without shame)* | **Prompt Engineering**
*(The new syntax of work; talking to the machine)* |

| **Prompt Libraries**
*(Internal "Github for Prompts" to share recipes)* | **Peer-to-Peer Learning**
*(Weekly 30-min "show \& tell" sessions)* | **Curiosity over Compliance**
*(Asking "What if?" instead of "Am I allowed?")* | **Algorithmic Auditing**
*(Critical thinking: Verifying outputs, spotting bias)* |

| **Micro-Learning Feeds**
*(TikTok-style internal clips)* | **Reverse Mentoring**
*(Digital natives coaching execs on workflow)* | **Working Out Loud**
*(Narrating the work process, not just the result)* | **Data Literacy**
*(Understanding the fuel that powers the engine)* |

| **Co-Pilot Assistants**
*(Embedded workflow tools)* | **Rapid Prototyping**
*(Build-Measure-Learn cycles)* | **Collaborative Intelligence**
*(Viewing AI as a teammate, not a replacement)* | **Digital Adaptability**
*(Unlearning old methods to embrace new workflows)* |

## 2. Embrace Complexity

**Theme:** Managing tensions and ecosystem dynamics rather than forcing linear plans.

| :--- | :--- | :--- | :--- |

| **Polarity Maps**
*(Managing tensions like "Innovation vs. Safety")* | **Probe-Sense-Respond**
*(Safe-to-fail experiments over big pilots)* | **Silo-Busting**
*(Aggressively connecting disconnected teams)* | **Systems Thinking**
*(Seeing the whole ecosystem)* |

| **Wardley Mapping**
*(Visualizing the value chain/landscape)* | **Dynamic Steering**
*(Monthly "pulse" adjustments vs. annual plans)* | **Holding the Tension**
*(Resisting the urge to oversimplify)* | **Pattern Recognition**
*(Distinguishing signal from noise)* |

| **The "Futures Wheel"**
*(Mapping 2nd and 3rd order consequences)* | **Pre-Mortems**
*(Killing the project on paper before starting)* | **Constructive Dissent**
*(Rewarding the skeptic)* | **Contextual Intelligence**
*(Situational awareness)* |

| **Non-Linear OKRs**
*(Aspirations requiring 10x thinking)* | **Red Teaming**
*(Stress-testing strategy \& ethics)* | **Radical Transparency**
*(Sharing info to kill politics)* | **Adaptive Leadership**
*(Mobilizing people to tackle tough challenges)* |

## 3. Consciously Manage Trust

**Theme:** Trust is the currency of change; without it, adoption is just compliance.

| :--- | :--- | :--- | :--- |

| **"Innovation Killer" Bingo**
*(Gamified intervention for cynicism)* | **Skeptic Roundtables**
*(Dedicated sessions to vent without judgment)* | **Vulnerability First**
*(Leaders admitting ignorance)* | **Psychological Safety**
*(Creating the container to speak up)* |

| **The Trust Barometer**
*(Pulse check: "Do you trust this output?")* | **"Open Kitchen" Demos**
*(Showing messy, unfinished work)* | **Calling out "The Killers"**
*(Flagging toxic phrases politely)* | **Empathetic Listening**
*(Hearing the fear behind the objection)* |

| **Algorithm Nutrition Labels**
*(Data sources, known biases, intended use)* | **The "Why" Workshops**
*(Connecting AI to personal purpose)* | **Consistency**
*(Doing what you say you will do)* | **Conflict Transformation**
*(Turning friction into energy)* |

| **Risk/Fear Register**
*(Log for "What keeps me up at night")* | **Ethical "Stop" Cord**
*(Frontline veto power on deployment)* | **Assume Positive Intent**
*(Charitable interpretation of tone)* | **Political Savvy**
*(Navigating informal power)* |

## 4. Put People-first™

**Theme:** AI as a bicycle for the mind (augmentation), not a replacement for the rider.

| :--- | :--- | :--- | :--- |

| **"Friction Audits"**
*(Mapping the "drudgery" in current workflows)* | **"Augmentation First" Reviews**
*(Enhance human capability > Replace it)* | **The "Superpower" Mindset**
*(Reframing AI as a bionic suit)* | **Human-Centric Design**
*(Designing for how people actually think)* |

| **High-Flourishing Matrix**
*(Evaluating ROI + Employee Joy)* | **Persona Mapping**
*(Based on aspirations, not job titles)* | **Celebration of Relief**
*(Cheering when drudgery is removed)* | **Cognitive Empathy**
*(Understanding user mental load)* |

| **Personal AI Dashboards**
*(Private productivity tracking)* | **Co-Creation Workshops**
*(Employees design their own tools)* | **Psychological Ownership**
*(Treating AI as "my assistant")* | **Digital Wellness**
*(Managing burnout and speed)* |

| **Gibbons Culture Model**
*(Mapping shared beliefs)* | **"Fear Surface" Analysis**
*(Mitigating deep human fears)* | **Respect for Craft**
*(Valuing human judgment)* | **Re-skilling Agility**
*(Pivoting professional identity)* |

## 5. Design and Prototype

**Theme:** We don't plan our way to the future; we prototype our way there.

| :--- | :--- | :--- | :--- |

| **Innovation Myths™ Deck**
*(Cards to challenge limiting beliefs)* | **"Failure of the Week" Award**
*(Destigmatizing error)* | **Context Engineering**
*(The Gardener mindset)* | **Orchestration**
*(The Conductor skill)* |

| **No-Code / Low-Code Sandboxes**
*(Tools for non-technical builders)* | **Scheduled "Tinkering Time"**
*(Protected calendar blocks for play)* | **Bias for Action**
*(Building over meeting)* | **Design Thinking**
*(Empathize > Define > Ideate)* |

| **AI "Lego Blocks"**
*(Modular, pre-approved components)* | **Rapid Sprints**
*(1-2 week cycles unrelated to quarters)* | **"Rough Work" Transparency**
*(Showing early drafts)* | **Hypothesis Testing**
*(Scientific method for business)* |

| **Prototype Gallery**
*(Digital museum of experiments)* | **The "Gardener's Review"**
*(Evaluating growth, not just finish)* | **Falling in Love with the Problem**
*(Not the solution)* | **UX Research**
*(Observing human interaction)* |

## 6. Prioritize Behavior

**Theme:** Change the environment and behaviors, and mindsets will catch up.

| :--- | :--- | :--- | :--- |

| **"If-Then" Planners**
*(Implementation intentions)* | **Behavioral Pinpointing**
*(Specifics over vagueness)* | **Habit Stacking**
*(Anchoring new habits to old ones)* | **Behavioral Literacy**
*(Understanding COM-B model)* |

| **The "Sludge" Audit**
*(Finding environmental friction)* | **ABC Analysis**
*(Antecedents-Behavior-Consequences)* | **Social Proofing**
*(Making usage visible)* | **Environmental Design**
*(Tweaking defaults/context)* |

| **Nudge Dashboards**
*(Real-time usage feedback)* | **A/B Testing Interventions**
*(Data-driven incentives)* | **Identity Re-framing**
*("I am an AI director")* | **Self-Monitoring**
*(Tracking own progress)* |

| **Detox Cards**
*(Red cards for toxic compliance)* | **Goal \& Sub-goal Setting**
*(Micro-sprints)* | **Public Commitment**
*(Leveraging social pressure)* | **Feedback Reception**
*(Data as guidance)* |

## 7. Manage Ethics Always

**Theme:** Ethics isn't a brake; it's the steering that allows speed.

| :--- | :--- | :--- | :--- |

| **The Ethics Canvas**
*(Business Model Canvas for risk)* | **Pre-Mortems**
*(The "Black Mirror" session)* | **"Should We > Can We"**
*(The moral pause button)* | **Ethical Forecasting**
*(Predicting 2nd order harm)* |

| **Model Cards**
*(Nutrition labels for bots)* | **Red Teaming Rituals**
*(Designated "Devil's Advocate")* | **"Stop the Line" Authority**
*(Frontline veto power)* | **Algorithmic Literacy**
*(Spotting bias mechanics)* |

| **Stakeholder Impact Maps**
*(Mapping those subject to AI)* | **HITL Gates**
*(Human-in-the-Loop sign-offs)* | **Radical Transparency**
*(Admitting limitations)* | **Moral Courage**
*(Speaking truth to ROI)* |

| **The Risk Register**
*(Dynamic, living issue board)* | **Middle-Management Oversight**
*(Governance pulses)* | **Constructive Paranoia**
*(Watching for failure)* | **Governance Stewardship**
*(Policy as culture)* |