What problem does GEO address?
GEO stands for generative engine optimization. For a business, it means building accurate public information about products, services and evidence, then observing whether AI discovers, correctly describes or cites it and improving the specific gaps.
It does not directly rewrite an AI platform’s internal answers or let a private knowledge base control recommendations. A mention, a source link and an enquiry establish different things.
How does GEO relate to SEO?
| Dimension | Common SEO focus | Additional GEO observation |
|---|---|---|
| Content | Useful answers and reliable information | Whether generated summaries preserve facts and conditions |
| Website | Crawling, indexing, experience and internal links | Whether public material enters retrieval and answer sources |
| Results | Search impressions, clicks and organic visits | Brand mentions, correct descriptions and specific citations |
| Business | Enquiries and sales | The same business checks; AI answers alone are insufficient |
The two share foundations rather than replacing one another. SEO also studies user needs; GEO also requires accessible pages. AIGC can assist drafting but is not a source of evidence or a strategy by itself.
How might AI use website content?
In connected search modes, an AI product may retrieve pages through search or other sources, assemble an answer and display some sources. Retrieval and citation vary by platform and mode. Offline answers cannot be assumed to read newly published articles.
Keep page publication, search discovery, candidate retrieval and actual answer citations separate. Improving a website establishes a foundation, not guaranteed citation on release.
How should an article be written?
Answer the target question clearly, then supply evidence, conditions and the next decision. Explain verifiable differences in comparisons, scope in suitability questions and dates and sample definitions for data. Use tables and FAQs when they help, not to meet an invented quota.
The published GEO research examined citation, statistical and presentation approaches in specific benchmarks, with differences across domains. Those findings do not establish guaranteed commercial outcomes on Doubao or DeepSeek, or a required number of statistics in each article.
What does an EraSO project do?
| Stage | Main work | Material retained |
|---|---|---|
| Define business | Choose product, audience, market and priority goal | Phase scope and goal |
| Research questions | Use materials, available sales records, industry samples and purchase decisions | Evidence-based candidates and formal question set |
| Record baseline | Sample before the content intervention | Original answers and comparable conditions |
| Govern knowledge | Verify facts, evidence, conditions, versions and relationships | Reusable company knowledge materials |
| Build content and pages | Answer questions and improve website and enquiry access | Reviewed drafts and accessible pages |
| Publish channels | Select with industry research and actual source samples | URLs, dates and separate platform statuses |
| Monitor | Retest fixed questions and inspect errors and sources | Original answers, indicators and findings |
| Review and maintain | Compare work and business feedback, then correct gaps | Change records and next plan |
Work can overlap and iterate. A baseline must precede the relevant intervention; a later sample cannot be presented as the original state.
What do knowledge relationships and industry records add?
Knowledge relationships manage a company’s facts: which product has a function, what supports the claim and which content uses it. Updates can be traced to affected pages. This cannot withdraw every repost or guarantee error-free external answers.
Industry records suggest questions and channels by observing representative brands and actual cited pages. These are observations under particular conditions; add sampling for the relevant platform, time and business rather than assuming a universal media list.
Does Schema guarantee citation?
No. It describes page information and must match visible content. Google’s documentation does not require a special AI-search schema. That statement does not establish the internal rules of other platforms. Technical markup cannot replace useful information or actual citation checks.
When should a business improve its foundations first?
If the product is unclear, capabilities lack evidence, facts conflict or enquiries cannot be handled, fix those issues first. Fabricated materials, a demand for first place in every answer or article-count-only acceptance do not fit this method.
See EraSO’s methods and delivery.
Frequently asked questions
How should a team use this guide?
Explain delivery using the company's confirmed methods and published research. Record a baseline before the relevant content intervention, then preserve question versions and test conditions.
What should a team avoid concluding from it?
Research findings are not commercial guarantees for Doubao or DeepSeek. Publication, search discovery, mentions, citations and enquiries are separate observations.