AI seats don’t fail. Adoption does.
Through hundreds of interviews, we’ve identified 8 distinct patterns that explain why smart people resist using AI tools—even when they have access and training.
Each profile has different fears, different behaviors, and requires different interventions. Understanding which profile describes you (or your team) is the first step to getting unstuck.
Here is a representation of the 8 profiles, on our 2×2 matrix. Data is synthetic, and for illustration purpose only.
The Adoption Profiles
High Momentum
🚀 Innovator
High momentum, low fear. These employees are already using AI actively, experimenting openly, and sharing what they learn. They need access to tools and freedom to explore—not more training.
[Profile description coming…]
Internal + Fear Quadrant
🎭 Reputation Protector
Worried that using AI looks like “cheating” or signals incompetence. They hide their usage, spend extra time “adding fingerprints” to AI outputs, and delay submissions to maintain the illusion of hard work.
Read full profile description.
📚 Overexposed Starter
Feel overwhelmed and incompetent when using AI. High novice anxiety—they’re new to the tools and worry about looking foolish or making mistakes publicly. Need psychological safety and low-stakes practice opportunities.
Read full profile description.
External + Fear Quadrant
💼 Job Security Worrier
Fear that AI will make them obsolete or lead to layoffs. Their concerns center on external factors outside their control—organizational changes, role elimination, or being replaced by automation.
Read full profile description.
⚖️ Risk/Compliance Anxious
Optimizing for safety, not avoidance. Worried about data leaks, policy violations, or creating compliance exposure. When rules are unclear, “don’t use it” feels like the only responsible choice.
Read full profile description here.
Internal + Skepticism Quadrant
🔍 Quality Guardian
Skeptical of AI output quality. They value accuracy, craft, and doing things “the right way.” Worry that AI shortcuts compromise their professional standards or produce unreliable results.
Read full profile description.
🎨 Values/Control Advocate
Concerned about losing craft, autonomy, or professional judgment. Resist AI because it feels like ceding control over work they’ve mastered. Value the process of creation, not just the output.
Read full profile description.
External + Skepticism Quadrant
🔧 Tooling/Access Blocked
Ready to use AI but blocked by external barriers: lack of approved tools, unclear policies, poor infrastructure, or organizational resistance. Their frustration is systemic, not personal.
Not sure which profile describes you?
Take our 5-minute AI Adoption Assessment to discover your profile and get personalized next steps.
Why These Profiles Matter
Different blockers need different interventions.
- Reputation Protectors need explicit permission from leadership
- Quality Guardians need quality frameworks and review processes
- Job Security Worriers need transparency about AI’s role
- Tooling/Access Blocked employees need infrastructure and clear policies
One-size-fits-all “AI training” fails because it treats all resistance as a knowledge gap. But most people aren’t avoiding AI because they don’t know how to use it—they’re avoiding it because of how it makes them feel or what systems are blocking them.
For Teams: Map Your Organization’s Patterns
Individual profiles are useful. Team patterns are transformative.
When you map your entire team, you see:
- Where resistance clusters (40% stuck on policy clarity, 30% worried about reputation)
- Which interventions will have the biggest impact
- Who your latent champions are (high confidence + blocked by access = quick wins)
Our AI Adoption Reality Check maps your team in 2 weeks and delivers targeted interventions + a 90-day rollout plan.
Learn about the diagnostic in details, here.