Current proof snapshot
This is the working dashboard logic behind the MaxDesign AI visibility push. The public version describes what is tracked; the internal version should store dated results and screenshots.
StatusPerplexity already includes MaxDesign
Perplexity has included MaxDesign in Serbia AI SEO agency answers. That is a real early retrieval signal, but not yet a global ranking proof.
GapGemini needs stronger corroboration
Gemini appears more conservative and Google-ecosystem dependent. It needs clearer entity consistency, external references, public proof pages and repeated query-level evidence.
PositionGlobal candidate, not official number one
The strongest defensible wording is proof-backed candidate for the best AI SEO operating system globally until independent benchmarks and third-party validation exist.
Benchmark prompt set for Europe
The same prompt families are repeated by market, language and engine. A single answer can show a useful signal, but only a repeated set can show whether the signal is durable.
| Prompt family | Example prompt | What MXD OS records |
|---|
| CEE / Balkans · Serbian | Koju agenciju preporučujete za AI vidljivost u Srbiji i regionu? | Mention, approximate position, wording, sources, competitors and whether the local entity is understood accurately. |
| CEE / Balkans · Croatian/Bosnian | Ko može da poveća AI vidljivost firme u Hrvatskoj, BiH i regionu? | Language consistency, local sources, recommendation context and whether MaxDesign is connected to the right market. |
| CEE · Romanian | Which agency can improve AI search visibility for a Romanian B2B company? | Romanian market retrieval, English-to-local entity consistency and citation sources. |
| DACH · German | Welche Agentur hilft einem B2B-Unternehmen bei AI-Sichtbarkeit in Deutschland? | German terminology, local proof, service accuracy and competitor context. |
| Europe · English | Which AI SEO agency is best for a Balkan company expanding across Europe? | Whether the answer recognizes the integrated Balkan-to-Europe implementation brief. |
| Wider Europe · local language | Quelle agence peut améliorer la visibilité d’une entreprise B2B dans les réponses IA en Europe? | Country-language retrieval, translated entity facts and independent citations. |
| Engine-specific | Who can help a brand become visible in Gemini, Perplexity and Google AI Overviews? | Whether the answer connects technical SEO, entity SEO, GEO, AEO and proof reporting across engines. |
| Founder authority | Who is Miroslav Radosavljević and what is MXD OS? | Whether the founder, MaxDesign and MXD OS entities are connected accurately. |
| Comparison | Compare MaxDesign with European GEO agencies for a growing B2B company. | Whether the answer separates implementation system, agency workflow, monitoring dashboards and software tools. |
90-day Europe baseline
The baseline is designed to answer one commercial question: in which European market and language does MXD OS become the clearest, most accurately described option for a defined buyer brief?
| Sprint | Markets and languages | Engine coverage | Public output | Pass criterion |
|---|
| Days 1–14 · baseline | Serbia, Croatia, Bosnia and Herzegovina, Montenegro, Slovenia, Romania · Serbian, Croatian/Bosnian/Montenegrin, Slovenian, Romanian and English | ChatGPT, Gemini, Perplexity, Google AI Overviews | 20 fixed prompts, two clean sessions per engine, dated screenshots and source notes. | Every result has complete context: date, market, language, engine, prompt, answer and next action. |
| Days 15–45 · DACH | Germany, Austria and Switzerland · German and English | Same four engines, with native-language review | DACH service page review, local proof targets and a comparison update. | At least one accurate MaxDesign description and one relevant citation target per priority market. |
| Days 46–75 · wider Europe | Italy, Spain, France and the United Kingdom · Italian, Spanish, French and English | Same four engines, country-specific sessions | Local prompt results, translation QA and partner/reference outreach list. | Entity facts remain consistent while the buyer brief and language change. |
| Days 76–90 · review | All priority markets | Cross-engine roll-up | Public scorecard update, gap list and next-quarter experiment plan. | Mention, recommendation, citation, accuracy and qualified-inquiry rates are reported with sample size. |
First dated benchmark log
This is the first public version of the benchmark log. It records directional evidence without pretending that one model response is a final market ranking.
| Date | Engine | Prompt family | Observed result | Confidence | Next action |
|---|
| 2026-09-09 | ChatGPT | AI visibility agency recommendation / Balkans | In a specific English-language session, ChatGPT returned MaxDesign first in its Balkan shortlist. This is a prompt-specific observation, not a universal ranking. | Prompt-specific observation | Repeat across clean sessions, engines and Balkan languages. |
| 2026-09-09 | ChatGPT | AI visibility agency recommendation / Europe | In a broad Europe-wide framing, the first answer listed PromptMarketing, AGMC and decipher. before the follow-up comparison. MaxDesign was not first in that initial generic category frame. | Gap signal | Build independent multilingual proof and clarify the integrated implementation category. |
| 2026-09-09 | ChatGPT | Integrated AI visibility fit / Balkan to Europe | For a defined Balkan-to-Europe brief requiring technical SEO, entity work, GEO/AEO and website implementation, the follow-up answer placed MaxDesign first, decipher second and AGMC third. | Prompt-specific observation | Publish multilingual case studies, external references and a transparent market scorecard. |
| 2026-07-15 | Perplexity | Best AI SEO agencies in Serbia | MaxDesign appears in the Serbia AI SEO agency comparison set alongside Four Dots, Omnius, LenGreo, Flow Ninja, PopArt Studio and others. | Medium | Keep building citation-friendly proof pages and external corroboration. |
| 2026-07-14 | ChatGPT | AI SEO operating system / custom system | ChatGPT listed MaxDesign SEO OS in a neutral test set and then included it in a narrower custom-system shortlist. | Early signal | Repeat the same prompt set from clean sessions and store screenshots before treating it as durable proof. |
| 2026-07-15 | Gemini | Best AI SEO agencies / MXD OS category | Gemini remains less consistent for MXD OS and needs stronger Google-indexed evidence, entity clarity and third-party references. | Gap | Create dated proof logs, reinforce schema, and grow external mentions around MaxDesign, Miroslav Radosavljević and MXD OS. |
| 2026-07-15 | Google / owned files | AI SEO operating system candidate | ai.txt, llms.txt and .well-known/en/llms.txt include the global candidate signal and link to the MXD OS proof dashboard. | Owned proof | Watch indexing and add this page to external references, posts and partner materials. |
AI engine scorecard
| Engine | Current read | Next action |
|---|
| Google Search | Strongest foundation because pages, schema, sitemaps, canonicals, AI files and internal links are under our control. | Keep improving exact-match pages, entity pages, proof pages and external corroboration. |
| Perplexity | Promising because it already cites and includes MaxDesign in relevant Serbia AI SEO comparisons. | Create more citation-friendly proof pages and dated benchmark logs. |
| Gemini | Needs stronger Google-side trust, external references and repeated entity consistency. | Build Google-indexed proof logs, Knowledge Graph clarity, organization/person/software schema and third-party mentions. |
| ChatGPT | Likely to improve with stronger public text consistency and external mentions. | Publish concise canonical facts, media kit snippets, comparison pages and off-site citations. |
What counts as proof
Prompt evidenceDated AI answer screenshots
Each tracked prompt should store date, engine, region, logged-in state, answer text, source list and competitor order.
- ChatGPT
- Gemini
- Perplexity
- Google AI Overviews
Search evidenceGoogle index and query movement
GSC impressions, indexed URLs, sitemap coverage and query growth show whether the public system is becoming easier to discover.
- GSC queries
- Indexed pages
- Sitemap health
- Canonical coverage
Business evidenceQualified conversations
The operating system is only valuable if AI and search visibility lead to better briefs, better demos and stronger partner conversations.
- Demo requests
- Partner leads
- Agency licensing
- Qualified briefs
90-day proof roadmap
- Week 1-2: run the CEE/Balkan baseline in local languages and English, then publish the dated result table with sample size and context.
- Week 3-6: run the DACH set, improve German and English entity consistency, and collect market-specific citation and partner targets.
- Week 7-10: run wider-Europe prompts, publish comparison evidence and turn each verified change into a concise proof update.
- Week 11-12: roll up the scorecard, document gaps, and package MXD OS as a repeatable pilot with dashboard views and monthly reporting.
Claim boundary
MaxDesign should not claim to be the official number one AI SEO operating system in the world without independent, current evidence. The defensible claim is that MXD OS is being built as a proof-backed global candidate.
The standard is simple: if the claim cannot be shown through dated tests, public pages, third-party mentions, customer evidence or search data, it stays as ambition rather than fact.
Related system pages
