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Li Baihong and Kuaizai Intelligence: Testing Games and Business Software Differently

21st Century Business Herald introduced Chengmai-based entrepreneur Li Baihong on October 23, describing WeChat mini-games and operating software for a steel-structure business. This article compares validation for player-facing products and enterprise tools, and the customer approvals still needed alongside community support. A reported startup situation does not establish stable profitability.

Chinese edition published 25 Oct 2026 · 阅读中文原文 ↗

Source timingSource date: 2026-10-23; sources checked: 2026-10-25.

The October 23 report described Li operating Kuaizai Intelligence in Chengmai, developing WeChat mini-games and an operating program for a steel-structure company. It said he was the company's sole employee at that time. This is dated source information, not independent verification of external collaboration, costs or results.

The recipient determines how software must be tested

A mini-game raises questions about whether players understand the rules and want to continue. An enterprise tool must fit existing work and produce business-appropriate inputs, calculations and outputs. Calling both AI development can obscure their different users, feedback cycles and maintenance needs.

The following is editorial business analysis, not a further interview about Li's projects. A hypothetical game trial could record where players stop and whether they understand the next task. An enterprise trial should select work comparable with an existing process and have business staff check results, rather than merely watch a demonstration.

Set separate completion criteria for products and customer projects

An independent product can test one assumption per iteration, such as whether newcomers complete their first experience unaided, before more investment. A customer project needs defined usage and versions: what information is supplied, who approves rules and how exceptions are handled.

When one developer handles both, an unexpected revision can interrupt the other project's testing. Separate tasks awaiting customer replies from independent development, and reserve time for testing, handover and upkeep. This is a scheduling approach for small teams to try, not one confirmed as Li's practice.

Connect community resources to specific work

A community can provide consultation, discussion and links to outside services. The entrepreneur must still check suitability, conditions and the part of the work each service addresses. Bring an actual need when assessing a startup space, rather than comparing only desks and promotional scale.

The report offers a view of technical experience becoming a business, not proof that the route suits everyone. We have not obtained Kuaizai's orders, accounts or product-test records and make no earnings projection. Further reading: scheduling independent products and custom projects.

Sources and editorial notes

AI-assisted research and writing based on checks of the listed public sources. Editorial analysis and hypothetical scenarios were written independently. No interviews, customer trial orders, financial audits or model tests were conducted. Original official documents remain authoritative.

Source titles and publisher names are retained in their original language. Refer to the linked originals for official documents and current requirements.

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