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🧠 The Confidence Gap: Why AI Adoption Fails After the Demo
Most AI initiatives do not fail because the technology disappoints. They fail because confidence never catches up to capability. The demo impresses, the pilot proves feasibility, and then daily usage quietly stalls. ------------- Context ------------- Across teams and organizations, we see the same pattern repeat. An AI tool is introduced with enthusiasm, leadership signals support, and early results look promising. The technology works. The use cases make sense. The potential feels obvious. Then something subtle happens. Usage plateaus. Only a small group keeps experimenting. Others revert to old habits, not because they doubt the value of AI, but because using it feels socially risky. The tool exists, but it never becomes normal. This is where many organizations misdiagnose the problem. They assume the answer is more training, better prompts, or a stronger mandate. But the issue is not knowledge. It is confidence. Specifically, confidence in how AI fits into real work, real judgment, and real accountability. AI adoption is not blocked by fear of technology. It is blocked by fear of exposure. ------------- Confidence Is Not the Same as Competence ------------- A person can fully understand what an AI tool does and still hesitate to use it. This distinction matters more than most teams realize. Competence is cognitive. Confidence is social. Competence answers, “Can I do this?” Confidence answers, “What happens if I do?” When someone uses AI in their work, they reveal drafts, thinking processes, assumptions, and uncertainty. They expose how they arrived at an answer, not just the answer itself. That exposure feels risky in environments where polish is rewarded more than learning. This is why training alone rarely drives adoption. People may know how to use the tool, but they are unsure how its use will be judged. Will AI-assisted work be seen as smart or lazy? Will mistakes be forgiven or scrutinized? Will experimentation be rewarded or remembered? Until those questions are resolved through lived experience, competence will not turn into confidence.
🧠 The Confidence Gap: Why AI Adoption Fails After the Demo
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Quick and honest check-in.
It’s the end of January. Did you actually become a different person this month…or did you just think about changing? No judgment. No shame. Just data. Because results don’t come from motivation. They come from identity shifts. So ask yourself: What did I do this month that the old me wouldn’t have done? What standard did I raise? What excuse did I stop tolerating? If nothing changed, that’s okay. But don’t lie to yourself about it. February belongs to whoever decides differently. Where did you win? Where did you stall? And if you are feeling brave drop your answers below so we can cheer you on and hold you accountable!
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We Tested Claude Cowork for a Week. Here Are the Results...
The AI Advantage team spent a week testing Claude Cowork, and in this video, I break down what worked and what didn't in our testing. If you've been wondering exactly how you should be using Claude Cowork, this is the video for you!
Is ChatGPT Health healthy?
ChatGPT Health is led by Instagram’s former VP of Product. The person who spent 12 years optimizing for engagement at Instagram and Meta - keeping you scrolling, clicking, coming back - is now designing OpenAI tools for health decisions. What do you think can be the consequences? And do you use AI for your health?
Is ChatGPT Health healthy?
Spray-and-pray outreach is finally dying
The old way: Big list. Mass emails. Cross fingers. Low replies. Zero trust. The new way looks boring on the surface. But it actually works. You start with targeted data. Add context about who they are and what they care about. Send a relevant message, not a pitch. Then build a relationship, not a funnel. Same effort. Very different outcome. People don’t ignore you because they hate sales. They ignore you because you sound like everyone else. Relevance beats volume. Context beats clever copy. If your outreach feels “dead”, it’s probably not the channel. It’s the approach. Curious, which side are you still on?
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