Research and editing
Official docs, public cases, and reproducible tests come first.
GEO Guide is a practical knowledge hub for SEO teams, publishers, independent builders, and brand operators who want to understand AI search visibility and citation behavior.
Every page is maintained as a practical GEO reference: content is updated during site releases, tool logic is documented, and methodology notes explain how recommendations are selected.
GEO Guide explains Generative Engine Optimization through educational guides, implementation checklists, tool pages, case templates, and visibility tracking workflows. The goal is to improve the probability that AI answer engines can understand, verify, summarize, and cite a page.
Official docs, public cases, and reproducible tests come first.
Keep the site crawlable, indexable, and consistent with technical files.
Reader feedback, citation changes, and policy changes all trigger a recheck.
Important pages start with direct answers before context and caveats.
Guidance is broken into page structure, schema, crawler access, links, and monitoring actions.
Core pages are updated as AI search behavior, crawler policies, and citation formats change.
AI citation behavior depends on indexes, retrieval systems, model behavior, site authority, external mentions, and content quality. This site is educational and does not provide legal, medical, financial, or investment advice.
We prefer first-party documentation, public platform policies, reproducible tests, and clearly stated examples. When a page needs a correction, we update the page, keep the content readable, and avoid hiding the change behind vague marketing language.
Platform and schema references come from primary sources whenever possible.
We use reproducible examples to verify crawler, schema, and visibility behavior.
Reader feedback is used to fix the page, not to obscure the issue.
| Source type | How we use it | Best use case |
|---|---|---|
| Official docs | As the first source for rules and definitions | Platform policy, schema, crawler, and privacy |
| Public tests | To verify real crawling and citation behavior | Tutorials, tool pages, and monitoring flows |
| Site history | To track versions, corrections, and update dates | Methodology, update logs, and case pages |
| External cases | As reference points, not final conclusions | Strategy comparisons and content redesign ideas |
| Page type | What it gives you | Who it is for |
|---|---|---|
| Tutorials and methodology | Steps, checks, decision points, and common mistakes. | Readers who are learning GEO from scratch. |
| Tool pages | Hands-on check, generation, and preview modules. | People who want to turn the workflow into actions. |
| Case pages | Reusable actions, constraints, and observed outcomes. | Readers who want a real transformation path. |
| FAQ and resources | Common questions, official sources, and next steps. | People who want to verify or review quickly. |
We do not promise keyword rankings, AI citation positions, or ad revenue.
We do not present unverified cases, numbers, or partnerships as facts.
We do not give conclusions without sources, conditions, and limits.
This page is maintained as an editorial and tool reference, with visible update dates, source links where available, and a correction path for factual issues.
MaynorAI团队 maintains the content, examples, and tool behavior for GEO Guide.
Recommendations are checked against page purpose, source quality, crawler access, schema consistency, and user-facing usefulness.
If a definition, workflow, source note, or tool output looks outdated, send the URL and section link so it can be reviewed.