Define the work before choosing the acronym
AEO traditionally focuses on concise answers and search answer features. GEO commonly refers to inclusion or citation in generative answers. AI SEO and LLM SEO are broader market terms. The boundaries are not standardized, so an engagement should specify platforms, queries, pages, technical work, evidence, off-site authority and measurement instead of relying on the label.
For Google AI features, Google says the same foundational SEO practices remain relevant and there is no special markup or additional technical requirement. A supporting page must be indexed and eligible to appear in Search with a snippet. Other systems have their own crawlers, indexes and controls.
| Label | Typical focus | Shared foundation | Useful outcome |
|---|---|---|---|
| SEO | Rank and earn visits from search results | Crawlability, relevance, evidence and authority | Qualified organic discovery |
| AEO | Make specific answers easy to retrieve and present | Clear questions, answers and supported structure | Answer-feature visibility |
| GEO | Earn inclusion or citation in generative answers | Indexable sources, entity clarity and reference-worthy evidence | Citations and assisted discovery |
| AI SEO / LLM SEO | Market umbrella for AI-mediated discovery | SEO, AEO, GEO and measurement | Platform-specific visibility and leads |
Audit the three layers an AI answer needs
Treat visibility as a chain. A failure at any layer can prevent a useful mention even when the page looks polished.
Check indexation, crawler access, snippet controls, canonicalization and stable page delivery for each target system.
Align visible facts, structured relationships, author identity, external profiles and primary sources.
Provide direct language, original evidence, limitations, dates and a clear reason to cite this source.
Measure each layer independently. A mention is not automatically a citation, a citation is not automatically a visit, and a visit is not automatically a qualified lead.
Establish a platform and query baseline
Begin with the questions a real buyer might ask when discovering, comparing and validating providers. Test a repeatable prompt set across agreed systems and record whether the brand appears, which competitors appear, which sources are cited, whether facts are correct and how volatile the answers are.
Prompt testing is directional, not a universal ranking report. Answers can vary by time, model, location, personalization and retrieval state. Preserve the exact question, date, platform and result so later changes can be compared honestly.
- Category and use-case discovery
- Best-fit and comparison questions
- Cost, implementation and risk questions
- Brand and founder fact checks
- Source and citation inspection
- Referral and assisted-conversion baseline
Make the entity easy to verify
A model or search system should encounter the same operating name, website, founder relationship, service definitions, location, contact details and evidence boundaries across the site and legitimate external profiles. Contradictory names and inflated categories make verification harder.
Use visible facts first, then accurate structured data where it represents the page. Organization, Person, Service, Article and Breadcrumb markup can clarify relationships for systems that support them, but schema is not a shortcut to citations and should never assert reviews, awards, locations or services that are not real.
Create evidence worth retrieving and citing
Direct answers help a system locate a useful passage, but citation-worthiness comes from information that is specific, attributable and hard to replace: original data, transparent methodology, worked decision tools, expert explanations, current source synthesis and bounded operating evidence.
Separate observation from inference. Link primary sources close to factual claims, state when they were checked and disclose commercial interest. Do not publish private client material or disguise an illustrative scenario as a case study.
Earn corroboration outside the website
Legitimate company profiles, association listings, expert contributions, partner pages, interviews and independent references can help people and machines verify that an entity exists and is connected to a topic. Quality and factual consistency matter more than bulk directory count.
Avoid fabricated profiles, fake reviews, self-created third-party praise, automated guest-post networks and paid links that exist only to manipulate rankings. The safest authority work creates a genuine public record that would remain useful even if search engines ignored the link.
- Consistent independent company profiles
- Expert answers with a real author identity
- Original datasets others can reference
- Partner or customer mentions with permission
- Current source citations and corrections
- No invented reviews, awards or clients
Pricing and engagement minimum
Beespoke bills inbound services at $99 per hour with a minimum commitment of 10 hours per week. The weekly minimum provides enough capacity for a platform baseline, technical and content work, corroboration and repeatable measurement.
Third-party software, data, design, development and paid promotion are separate unless the written scope includes them. Platforms, prompt set, deliverables, weekly allocation and approval boundaries are agreed before work begins.
Measure visibility without inventing an AI ranking
Track platform-specific mentions and citations for the same prompt set, cited URLs, AI referral sessions, engaged visits, key actions, qualified leads and assisted conversions. Search Console can report Google Search performance, while Bing Webmaster Tools has introduced AI citation reporting for supported Microsoft experiences.
Referral data is incomplete: some AI-assisted discovery may arrive as direct traffic or occur before a later branded search. Ask new leads how they found the company and preserve their answer alongside analytics instead of forcing false precision. Report citations, visits and commercial outcomes separately.
How to evaluate a GEO or AEO agency
Ask the provider to explain what is controllable, what is observable and what remains platform-dependent. Absolute guarantees are a disqualifying signal.
| Decision area | Strong evidence | Warning sign |
|---|---|---|
| Terminology | Specific platforms, work and outcomes defined | Acronyms presented as a secret ranking system |
| Technical eligibility | Crawler, index, canonical and snippet checks | Special schema claimed to guarantee AI inclusion |
| Content | Original, sourced and directly answerable information | Mass-produced answer blocks without information gain |
| Entity work | Real facts aligned across first- and third-party sources | Fabricated profiles, reviews or knowledge entries |
| Authority | Legitimate references and expert participation | Paid or automated link networks |
| Measurement | Prompt records, citations, referrals and leads separated | Universal AI rank or guaranteed recommendation |
Frequently asked questions
What is generative engine optimization?
Generative engine optimization is the practice of improving a source's technical eligibility, clarity, evidence and authority so generative systems can retrieve and cite it when relevant. The term is evolving and does not describe one standardized ranking system.
What is answer engine optimization?
Answer engine optimization focuses on making accurate answers easy to identify, understand and present in search or answer experiences. It overlaps with SEO and GEO through clear structure, direct responses, supporting evidence and technical accessibility.
How much does Beespoke charge for GEO and AEO?
Beespoke bills inbound services at $99 per hour with a minimum commitment of 10 hours per week. Third-party software, data, design, development and paid promotion are separate unless included in the written scope.
Is GEO different from SEO?
The emphasis differs, but the foundations overlap. SEO commonly targets visibility and visits from search results; GEO emphasizes inclusion or citation in generative answers. Google states that its established SEO guidance remains relevant to its AI features.
Can an agency guarantee citations in ChatGPT, Google AI Overviews or Grok?
No. Platforms control retrieval and answer generation, outputs can vary, and eligibility is not a promise of inclusion. An agency can improve crawl access, entity clarity, content usefulness, corroboration and measurement, but should not guarantee mentions or recommendations.
Sources and methodology
Definitions and technical eligibility statements are anchored in current first-party documentation from Google, OpenAI and Microsoft. Because market terminology and platform behavior evolve, this page separates documented requirements from Beespoke's operating recommendations and makes no citation guarantee. These sources were checked on September 8, 2026.