Distinguish product descriptions from results
An October 9 Qingdao News report describes Shangjian Intelligent Technology (Qingdao), founded by Cai Bin, and its restaurant-focused Kuaizi AI subscription, with some generation and expert guidance charged separately. We have not tested current features, prices, customers or finances.
Menus, content, public-information comparisons and operating reviews are possible tasks. A shared interface does not guarantee payment. Determine which step customers use, who receives outputs and which choices remain with owners.
Explain three service boundaries separately
Our analysis is not Kuaizi AI's current package list. A basic subscription can define tasks, functions, data scope and updates; generation can define credits, failures and revisions; guidance can identify staff, duration, preparation and follow-up deliverables.
Separate fees help clients choose support and providers calculate inference and labor. AI initiation does not make appointments, diagnosis and rewriting unlimited. Actual packages require sustainable capacity and contractual clarity.
What the first sample should test
Use simulated store data to show inputs, drafts, changes and final delivery. Label it clearly rather than inventing customer feedback. Ask intended users which parts are usable and which need store information before expanding features.
- Menu facts: stores confirm names, portions and prices; models do not fill gaps.
- Content drafts: check facts, image rights and publishing permissions.
- Operating suggestions: state periods and gaps for the operator's judgment.
- Human review: identify reviewers and extra work requiring agreement.
Acquire customers around one concrete task
Demonstrate a small recurring task, such as organizing an approved menu for publication. After an authorized trial, record preparation, revisions and actual adoption before proposing ongoing service. This is an unvalidated acquisition method; we have contacted no clients or secured orders for any business.
Confirm permission and necessity before handling operating data. Do not upload store details to unapproved tools or include real customer data in demos. Record inference, updates, support and rework, not just one generation cost.
Verifiable profit, renewals and full staffing are undisclosed. Subscription is a charging method; sustainability depends on adoption, cost and maintenance. This article offers neither replicated earnings, store-income guarantees nor a purchasing recommendation.
Further reading: paid-pilot agreements; reading operating metrics.