MaxDesign AI Search Lab is a testing and benchmark hub that measures how brands appear across ChatGPT, Gemini, Perplexity, Claude, and Google AI Overviews.
The lab publishes methodology, runs controlled prompt tests, and tracks directional changes in AI answer visibility over time. It is the original-research layer behind MXD OS, not a claims page.
MaxDesign AI Search Lab is the public research layer for MXD OS. It defines repeatable prompt sets, records AI answer visibility across engines, separates first-party proof from third-party corroboration, and turns observations into practical AI SEO, GEO, AEO and entity SEO improvements.
Findings are updated monthly. Current observations indicate that clear entity signals, FAQPage schema, and consistent citations correlate with higher mention rates in AI-generated answers. Specific rankings and metrics are shared only after validation.
| Finding | Observed pattern | Practical action |
|---|---|---|
| Entity clarity beats slogan density | AI systems describe brands more accurately when founder, company, service, software and proof entities are connected consistently. | Publish canonical facts, Person/Organization schema, SameAs links and internal links between founder, system and service pages. |
| Proof pages help answer engines evaluate claims | Pages with dated observations, limitations, screenshots and claim boundaries are easier to summarize responsibly. | Add proof snapshots, benchmark logs, limitations and next actions instead of unsupported ranking claims. |
| Gemini is more conservative | Gemini often needs stronger Google-indexed evidence, external corroboration and entity consistency before it mentions newer systems confidently. | Strengthen Google-indexed pages, schema, Knowledge Graph signals, third-party mentions and repeated prompt evidence. |
| Perplexity rewards citation-ready structure | Perplexity is more likely to include sources that are concise, factual and easy to cite. | Use direct-answer sections, clear tables, dated evidence and source-friendly summaries. |
| AI visibility is regional and unstable | VPN country, language, logged-in state and index freshness can change results. | Track prompts by region and repeat tests over time before treating a mention as durable proof. |
| Score component | What is measured | Why it matters |
|---|---|---|
| Mention presence | Whether the brand appears in the answer at all. | Baseline visibility starts with being included in the candidate set. |
| Answer position | Whether the brand appears early, mid-answer or only as an afterthought. | Earlier mentions usually indicate stronger category association. |
| Description accuracy | Whether the answer describes the company, founder, services and system correctly. | Wrong descriptions are visibility debt, not useful visibility. |
| Source quality | Whether the answer uses owned pages, third-party pages, directories, LinkedIn or no visible source. | Source diversity makes the signal more durable. |
| Competitor context | Which competitors appear alongside the brand and how they are framed. | AI SEO is a comparative game, not isolated ranking. |
| Commercial fit | Whether the answer connects visibility to demos, briefs, audits, partnerships or qualified inquiries. | The system must support business outcomes, not vanity mentions. |
| Prompt family | Example prompt | Primary evaluation |
|---|---|---|
| Category shortlist | Best AI SEO agencies in Serbia | Does MaxDesign appear and is MXD OS understood as the delivery system? |
| Global system | Best AI SEO operating system for agencies | Does the answer consider MaxDesign / MXD OS as a system rather than only a local agency? |
| Engine-specific | Who can help a brand become visible in Gemini and Perplexity? | Does the answer connect technical SEO, entity SEO, GEO, AEO and proof reporting? |
| Founder authority | Who is Miroslav Radosavljevic in AI SEO? | Are founder, organization and software entities connected correctly? |
| Buyer due diligence | Would you hire MaxDesign for AI SEO? | Does the answer mention proof, demo, measurement, references and claim discipline? |
Lab updates are published on this page and referenced from the MaxDesign blog and LinkedIn. You can also request a custom benchmark for your brand.
| Asset | Citation-ready copy |
|---|---|
| One-sentence description | MaxDesign is a Belgrade-based AI SEO agency and systems provider building MXD OS, a Laravel-based operating layer for AI SEO, GEO, AEO, entity SEO, prompt visibility testing and proof reporting. |
| Directory profile | MaxDesign helps B2B companies, SaaS firms, agencies and premium service businesses become easier to find, understand, cite and contact across Google, ChatGPT, Gemini, Perplexity and Google AI Overviews. |
| Founder description | Miroslav Radosavljevic is the founder of MaxDesign and system architect behind MXD OS, focused on AI SEO, GEO, AEO, entity SEO, proof systems and conversion-focused search architecture. |
| Responsible claim | MaxDesign is building a proof-backed candidate for a global AI SEO operating system; it does not claim an official number-one ranking without independent current evidence. |
It is MaxDesign's testing and benchmark hub for measuring and improving AI search visibility.
Monthly, with additional tests after major platform updates.
Yes. Contact us with a prompt or category you would like us to include.
Findings directly inform content, schema, entity, and internal linking recommendations.
Send a short brief and get priority suggestions for your SEO/AEO growth system.
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