Enterprise AI adoption
Find the right business problem. Then bring AI into the workflow.
One process, one owner and a small set of verifiable measures. Diagnose, pilot, then expand what works.
Where teams often get stuck
Tools are bought, workflows stay the same
People experiment on their own, but no process keeps running.
Training ends, results stay unclear
Feedback is positive, while the business owner cannot see what changed.
A pilot works for one person
The practice stops when the role or team member changes.
Discover, test, then expand
Each stage has entry conditions and handover materials. Evidence determines whether to continue.
1–2 weeks
Business diagnosis
Interview the owner, observe one live process, check available data and choose a scenario worth testing.
Deliverables: problem map, current workflow, baseline measures, pilot proposal and owners.
30 days
Single-workflow pilot
Change one business loop, test it in daily work and retain human review and handover.
Deliverables: pilot workflow, role guide, review rules, before-and-after comparison and failure log.
90 days
Team rollout
Extend a proven practice to adjacent roles, coach internal owners and review usage and outcomes weekly.
Deliverables: role training kit, operating owner, review dashboard and handover notes.
Three things we need to begin
A business owner
Someone who sets the goal, involves frontline staff and judges the pilot.
An observable workflow
A current process with real exceptions and rework to inspect.
Usable evidence
Agree on the baseline and data access first; we do not invent an ROI figure.
We choose tools within your existing stack, procurement and data boundaries. Diagnosis may find AI is not the right answer. A pilot does not guarantee revenue or efficiency gains.
Need a shared language first?
A three-day field program can reveal team capabilities and coordination gaps. Changing an enterprise workflow still calls for separate diagnosis and a pilot.
Start with one real problem
Tell us your industry, current process and the one thing you most want to change. We can assess fit before discussing scope.
AI Headmaster · Former Alibaba Iron Army Principal
AI Headmaster · Yin Guofeng
Your business, not a syllabus
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Add with note
Discuss the problem before choosing a next step