๐๐จ๐ฎ ๐๐จ๐ฎ๐ ๐ก๐ญ ๐ญ๐ก๐ ๐๐. ๐๐จ๐ฎ ๐๐ข๐๐งโ๐ญ ๐๐ฎ๐ฒ ๐ญ๐ก๐ ๐๐๐ฉ๐๐๐ข๐ฅ๐ข๐ญ๐ฒ.
9/29/20261 min read


Your AI plan did not fail.
It failed to win over the person who could have made it work.
I see the same scene in retail training rooms.
An AI-generated plan arrives. The training manager reads it.
โThatโs not how we do things here.โ
โThatโs not my experience.โ
The plan gets tested. Half-heartedly.
The verdict comes back: โAI doesnโt work for us.โ
Everyone returns to safety.
Itโs tempting to blame the manager.
Donโt.
Theyโre not the problem. Theyโre the missing piece.
We asked them to execute somebody elseโs AI plan instead of helping build it.
Thatโs the mistake.
Your competitors can access increasingly similar models.
๐๐จ ๐ญ๐ก๐ ๐๐จ๐ฆ๐ฉ๐๐ญ๐ข๐ญ๐ข๐ฏ๐ ๐๐๐ฏ๐๐ง๐ญ๐๐ ๐ ๐ข๐ฌ๐งโ๐ญ ๐ฃ๐ฎ๐ฌ๐ญ ๐ญ๐ก๐ ๐ข๐ง๐ญ๐๐ฅ๐ฅ๐ข๐ ๐๐ง๐๐ ๐ฒ๐จ๐ฎ ๐ซ๐๐ง๐ญ.
๐๐ญโ๐ฌ ๐ฐ๐ก๐๐ญ ๐ฒ๐จ๐ฎ๐ซ ๐จ๐ซ๐ ๐๐ง๐ข๐ฌ๐๐ญ๐ข๐จ๐ง ๐๐๐๐ฌ ๐ญ๐จ ๐ข๐ญ.
China even calls its national push โ๐๐+โ
I like the metaphor.
The AI is increasingly available to everyone.
๐๐ก๐ โ+โ ๐ข๐ฌ ๐ฒ๐จ๐ฎ๐ซ ๐ฉ๐๐จ๐ฉ๐ฅ๐.
Twenty years of street smarts.
Customer instinct.
Knowing what actually sells on a slow Tuesday.
Knowing which process looks perfect on a PowerPoint slide but falls apart at 5 p.m. on a Saturday.
McKinseyโs latest research found that nearly three-quarters of AI high performers fundamentally redesign workflows.
Among everyone else, itโs about one-quarter.
That redesign cannot come from the model alone.
It needs the people who understand the work.
Toyota demonstrated this four decades ago at NUMMI, its joint venture with GM in California.
A workforce associated with a deeply troubled GM plant went on to produce dramatically better results under a different production system.
The lesson wasnโt that the people had suddenly become better.
The system around them had changed.
Thatโs the opportunity with AI.
๐๐จ๐งโ๐ญ ๐๐ฌ๐ค ๐ฒ๐จ๐ฎ๐ซ ๐ฏ๐๐ญ๐๐ซ๐๐ง๐ฌ ๐ญ๐จ ๐ฏ๐๐ฅ๐ข๐๐๐ญ๐ ๐๐ง ๐๐ ๐ฉ๐ฅ๐๐ง.
๐๐ฌ๐ค ๐ญ๐ก๐๐ฆ ๐ญ๐จ ๐๐ซ๐๐๐ค ๐ข๐ญ.
What did the model miss?
What wonโt work in the real world?
What will the customer actually do?
๐๐ก๐๐ง ๐ซ๐๐๐ฎ๐ข๐ฅ๐ ๐ญ๐ก๐ ๐ฐ๐จ๐ซ๐ค๐๐ฅ๐จ๐ฐ ๐ฐ๐ข๐ญ๐ก ๐ญ๐ก๐๐ฆ.
AI drafts. Experience challenges.
Together, they redesign the work.
And when itโs ready, let the people who helped build it show the rest of the team.
Put their name on it. Give them ownership.
Because the competitive advantage isnโt the intelligence you rent.
Itโs the organisational capability you build around it.
๐๐จ๐ฎ ๐ซ๐๐ง๐ญ ๐ญ๐ก๐ ๐ฆ๐จ๐๐๐ฅ. ๐๐จ๐ฎ ๐จ๐ฐ๐ง ๐ญ๐ก๐ ๐๐๐ฉ๐๐๐ข๐ฅ๐ข๐ญ๐ฒ.
Who wrote your AI plan?
And who is expected to make it work?
#ChinaAI+ #AITransformation #FutureOfWork #ChangeManagement #RetailLeadership
Contact
bruno.gentil@sherpaconsultingasia.com
ยฉ 2026. All rights reserved.
