Define the problem
Agree on the pain point, business context and acceptance criteria.
Problem definition · Experiment planWork with industry and AI experts on a real business problem.
Test an idea. Take the next step toward implementation.

A working solution is progress. So is learning what does not work, clarifying a need or understanding the limits of AI.

Agree on the pain point, business context and acceptance criteria.
Problem definition · Experiment planTest the key capability. Record what works and where the limits are.
Test record · Feasibility assessmentConfirm functionality and value, then agree on the next step.
Demonstration · Implementation requirementsFocused workshops start with an identified business scenario.
Open workshops uncover problems worth testing together.
Build AI awareness through talks and discussion, and discover useful starting points.
Focus on one problem or technique and create a reusable Skill and workflow.
Create an MVP around a business scenario through a hackathon, then demonstrate and test it.
Design, validate and implement a real product around business needs, ready to advance deployment and use.
Combine workshops and project consulting to help the organisation realise value with AI.
Every workshop collects and confirms its stage outcomes. We agree on the goal before the workshop; focused workshops require cases and materials in advance.

Follow the problem, the experiment and the confirmed stage outcomes in a specific business context.

Baoyuxin Medical reports on a two-day, one-night AI workshop. Participants created 42 works around supply-chain tasks, their roles and personal interests.
Read the original (Chinese)
Guoyao Shuke reports on its third AI innovation workshop, bringing departments and companies together to explore scenarios and develop stage outcomes.
Read the original (Chinese)Founded by Jie, with industry and AI experts working together.
Rooted in healthcare technology, we bring expertise across industries into each project.
Workshops and consulting help teams test ideas and move toward implementation.


Connects real business problems with industry and AI experts, advancing experiments and implementation through workshops and project collaboration.
A journalism graduate with years of photography experience, specialising in visual aesthetics and AI image creation. Leads lab operations and the two-day, one-night AI workshops.
A former general manager of a pharmaceutical distribution company with years of industry experience. A Greater Bay Area entrepreneurship mentor who connects industry needs with business practice.
Brings over ten years of technical experience and broad knowledge of AI technologies and implementation. Supports solution development, technical validation and practical application.
Holds a master’s degree in supply chain management and management experience at a Fortune Global 500 company. Specialises in AI applications and solutions that turn business needs into practical next steps.
Portraits of Niannian, Lily, Lao Tian and Robert Cowboy will be added.
Jie’s AI Lab brings together its founder, industry specialists, AI specialists and project partners for project-based workshops and consulting. Rooted in healthcare technology, it serves non-technical learners, business leaders and department heads across industries through problem discovery, experiments and value validation.
Start with your business problem.
Together, decide on the next step worth testing.
Share your needs through the Feishu form.

Room to fail. Evidence at every step.