Xinyue Shangya | CEES.ai

The work

The work behind the question.

Knowledge depends on managers, creating repetitive training and policy-lookup work.

The approach

Put AI inside the workflow.

Organize role-specific sources, support lookup and preparation, and retain local review.

Evidence & scope

The evidence, with its scope.

The customer operates more than 100 stores. That is not the number deployed with CEES; rollout scope is project-specific.

Basis: customer-supplied information and existing project material. No independent audit results are presented.

What can be reused next?

Reuse defined workflows, source structures and review patterns—not every requirement from one engagement. A new deployment needs its own data, permissions and acceptance scope.

Read the pilot guide

Bring service knowledge
into everyday store work.

The work behind the question.

Put AI inside the workflow.

The evidence, with its scope.

What can be reused next?

Relevant product direction

You don’t need to change everything.
Start with work that matters.

Bring service knowledgeinto everyday store work.

The work behind the question.

Put AI inside the workflow.

The evidence, with its scope.

What can be reused next?

Relevant product direction

You don’t need to change everything.Start with work that matters.

Bring service knowledge
into everyday store work.

You don’t need to change everything.
Start with work that matters.