How will the site that sends AI articles in batches judge the guide that adds a sentence that must be manually verified?
AI content guidance generated with a sentence added for mandatory manual verification, how will the site determine the batch publishing of AI articles? The determination looks at the purpose and process, not whether tools are used. Using AI to write the first draft and having someone verify facts and sources before publishing is normal production; creating pages in bulk to cover a large number of search terms, where the page itself does not solve any reader's problems, will be classified as bulk page creation.
Which sentence was added to the guidance
The core sentence of this change is: All content generated by AI needs to be manually fact-checked and reviewed, focusing on accuracy. It is placed in the usage suggestions for generative AI, and only when read together with the existing definition of 'massively generating pages for the purpose of manipulating rankings' does it make sense: The rules are not aimed at automation itself, but at the production method without manual oversight and targeting coverage.
In other words, the dividing line is not about 'who wrote it', but about 'who is responsible for the content'.
How to differentiate between auxiliary creation and mass page generation
It can be distinguished from four characteristics.
The difference in purpose: The goal of auxiliary creation is to produce a useful piece of content, while the goal of bulk page creation is to cover words. The second is the source of selection: the former starts from the reader's questions, and the latter starts from the word list. The third is repetition: bulk page creation is most likely to appear highly similar in structure, opening sentences, and conclusions. The fourth is maintenance responsibility: useful content will be revised as facts are updated, while content filled in to meet the number will no longer be opened by anyone after publication.
If both 'purpose' and 'repetition' are hit in the four points, the risk is obvious.
What does the manual check before publication check?
Manual checking is not about making the wording smooth, but specifically checking four things:
- Whether the number and date can be found in the source, and whether the source itself is reliable;
- Whether the capabilities, price, and version of the third-party products involved are consistent with the official information available that day;
- Whether the conclusion is supported by evidence in the text, and whether the relevant information is written as cause and effect;
- Whether any functional names, policy clauses, or citations created by the model appear;
After checking, leave a trace: who checked, which items were checked, and which paragraphs were changed. The value of leaving a trace is that if only a few articles in a batch of content have problems, it can quickly locate whether it is a process issue or an individual article issue;
How to coordinate the filtering of sensitive words and content review within the site.
AnQiCMS' content security capabilities include two automatic gates and one manual gate. Sensitive word filtering takes effect when writing, and the content that matches the rules is processed according to the configuration; keyword replacement is more suitable for batch correction of existing statements, such as unify the spelling of a term or replace inappropriate statements; content review is the gate that needs to be clicked by a person before publication.
There is a difference that is easy to overlook: AI automatic writing can solve the problem of output speed, but it will not automatically complete the fact checking for you. The manuscripts generated by AI are directly put into the publishing queue, and the two automatic checkpoints only look at lexical violations, not whether the facts are correct or not. The risk at the factual level has to be supplemented by the manual review step.
The gap in review for scheduled publishing and batch import
When importing documents in bulk, it is possible for dozens of documents to come in at once. The most common problem occurs with the 'import and ready for release' step - if there is no mandatory manual inspection point in the process, the manuscripts will go directly into the queue. It is recommended to add a column for the person in charge and a column for verification status to the import template. Content that is not completed is not allowed to enter the timed release.
The documents scheduled for timed release in the early morning are the same: timed release solves the issue of the time point, but not the issue of responsibility. If no one signs off at that final moment before release, it's as if the review is handed over to luck.
Common questions
Will the content generated by AI be downweighted?Determine whether the content serves the reader, whether there is human supervision, the tool itself does not constitute a reason for punishment.
What should be done if only one or two articles in a batch have problems?With traces, you can locate the specific link, deal with it by article, and supplement the link into the process without having to withdraw the entire batch.
What should be done if a small team has no human review?Reduce the batch size, prioritize the review of transaction and conclusion pages, release the rest of the content later, and do not replace factual verification with automatic checkpoints.