Every step of a founder's journey deserves a record.Founders · AI · PolicyCHINAOPC / ENGLISH EDITION
Original analysisAI-assisted
Define Stop Conditions before Starting an AI Project
The time already invested easily allows the team to continue chasing unverified needs. This article proposes a method of recording stopping conditions before starting a trial, making judgments around data availability, customer participation and task achievability, and distinguishing between suspension, reduction and termination. The article does not label stopping a project as a failure, nor does it suggest that the value of an entire business be determined by just one model performance.
ChinaOPC Editorial TeamOriginal analysis2 min readChina2 views
Source timingPublic information and official documents; verified on October 23, 2026.
Service target information provides the context for observable judgments. The following is ChinaOPC’s original project management analysis. It is not investment advice, nor does it replace the termination agreement in the customer contract.
Conditions should correspond to key assumptions
Simulating enterprise knowledge tools, if no one can confirm the data version, or the customer cannot provide the data that is allowed to be used, it may not make sense to continue to add model functions. Write these dependencies in the test plan and agree on a time for verification.
Stopping is not just an option to give up all
You can wait for data on hold, narrow down to an authorized category of tasks, or end the current round of testing. When making a decision, state the basis and unresolved issues, and retain the completed deliverables to prevent both parties from hearing only emotional conclusions.
Review the disk to see if the information is sufficient to support the next step
Document which assumptions are supported and which are still unknown, with input costs listed separately. You can’t automatically continue just because a lot of code has been written, and you can’t hide negative feedback to maintain progress. This article provides a framework for judgment and does not promise that a certain set of stopping conditions will apply to all projects.
AI assists in organizing and writing, and editors check public sources. The main text is an independent analysis by ChinaOPC, with source facts and simulation plans separated; no interviews, financial audits or actual product testing have been conducted. Official documents are based on the original text of the source and have not been adapted or replaced. English translation of the Chinese edition, prepared with machine assistance and editorial checks. Source verification dates refer to the original Chinese research.
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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