INSIGHTS & PRACTICE

Break the concept into problems that the company can judge and execute.

The specific methods in AI marketing process, workflow, human review, knowledge precipitation and content discoverability are recorded here. Try to give direct answers, applicable conditions, steps and boundaries in each article.

first batch of topics

Start with the high-frequency issues of marketing implementation.

These contents are descriptions of methods and practices, not client performance. Subsequent updates will be continued around real problems, public demonstrations, and verifiable data.

AI Marketing/Diagnostics

Checklist for determining whether a marketing process is suitable for AI

Judge priorities based on business value, degree of duplication, input stability, risk and acceptance criteria.

Which steps in the AI content workflow must be manually confirmed?

Product facts, external promises, brand judgment, sensitive information and final release cannot be ambiguous.

What should production enterprises prepare first when doing GEO?

First sort out the entities, product facts, user questions and evidence, and then decide which pages need to be built.