Published · · Measured ·
Hungarian AI visibility: which agency ChatGPT names
10 questions · 100 runs · 345 mentions · 38 entities · measured 26 August 2026
English summary
The full study is published in Hungarian, because it measures the Hungarian question space: the prompts, the answers and the named companies are all Hungarian. Translating the field would misrepresent what was measured.
This page carries the abstract and the headline numbers. The complete study, including every per-question table, is at /hu/research/magyar-ai-lathatosagi-piac.
What we measured
We asked ChatGPT ten Hungarian questions about AI-visibility, AI-SEO and GEO agencies, ten independent times each, logged out and in a private window. For every run we recorded which companies were named.
The metric is the mention: whether a name is spoken at all, in how many runs out of ten. Position inside the answer is not treated as a measure. An AI answer is prose, not a ranked list, and there is no measured position-to-click curve for LLM answers, so any value attached to position would be an underived weight.
The four findings that survive
The form of the question splits the market in two. On evaluative questions ("which is the strongest X agency in Hungary") AVE Studio is named in 41 of 50 runs. On catalogue and advice-seeking questions the same brand is named in 12 of
- The difference is large and not noise. Half of the 38 entities we recorded exist only in the catalogue and advice questions, so half the visible market is reachable only through a question type where we are barely present.
Being a source is not being named. A separate measurement recorded the avestudio.pro domain as a source in 69 answers, while AVE Studio was named in 53. The overlap between those sets bounds the gap: in at least 16 runs the model read the site, used it, and did not say the name. The bottleneck is the passage-to- entity step, not retrieval.
The top of the market is a tie. Across 100 runs the two most-named companies land one mention apart, and 85% of AVE Studio's mentions share the answer with the other. They are two members of one shortlist rather than rivals for one slot.
The highest-intent question is the emptiest. Asked which of two service categories a company needs, ChatGPT named no supplier in any of the ten runs. It explains and compares; it does not recommend.
Limits
One engine, one day, logged out. n=10 per question is enough for the aggregate question-type effect and not enough for most single comparisons. The study does not measure which company is best; it measures which companies ChatGPT names.
Individuals who appeared in the field are not named: the measurement is about the machine visibility of companies.
Measurement dossier
One question, one run
One observation is one answer of one run of one question. The mark shows whether our name appeared in the answer; we do not measure the order within the answer.
Repetitions
We asked the same question ten times, each time in a new, empty conversation. The ten records are laid side by side; no new test starts.
Several runs
The number: in how many of ten runs the name appeared. A ±1 difference is noise; a large difference is real.
The full set
All ten questions with the same protocol, on the same day; a separate number per question.
Summary
The denominator is 100 runs. The field is made of the mentions in those 100 runs; the full list and the methodology are in the study.
What we distinguish
- Mention: the name appears in the answer.
- Reference: the answer links to the site.
- Factual accuracy: whether what the answer claims is true.
- Organic rank: the classic Google result position.
- Business enquiry: a real prospect who writes or calls.
Hand-over
The next chapter’s dossier was made on the same day but with a different question: a separate measurement, not a continuation of this one.
Archived measurement · ChatGPT · 2026-08-26
One question, one run · run 1 of 10
melyik a leginnovatívabb geo ügynökség magyarországon
- AVE Studio
- Vantgard Digital
Repetitions
melyik a leginnovatívabb geo ügynökség magyarországon
melyik a legjobb geo ügynökség magyarországon
6 mentions in 10 runs; per run: 0 1 0 0 1 0 1 1 1 1melyik a legjobb ai seo ügynökség magyarországon
7 mentions in 10 runs; per run: 1 1 0 1 0 1 1 0 1 1melyik a legjobb ai láthatósági ügynökség magyarországon
9 mentions in 10 runs; per run: 1 1 1 1 1 1 1 1 1 0melyik a legjobb ai láthatósági cég magyarországon
9 mentions in 10 runs; per run: 1 1 1 1 0 1 1 1 1 1melyik a leginnovatívabb geo ügynökség magyarországon
10 mentions in 10 runs; per run: 1 1 1 1 1 1 1 1 1 1melyik a leginnovatívabb ai seo cég magyarországon
5 mentions in 10 runs; per run: 0 1 1 1 1 0 1 0 0 0kihez forduljak ai láthatóság ügyben
1 mentions in 10 runs; per run: 1 0 0 0 0 0 0 0 0 0kihez forduljak geo optimalizálásért
4 mentions in 10 runs; per run: 0 1 1 0 1 0 0 0 1 0ai seo szolgáltatást nyújtó cégek magyarországon
2 mentions in 10 runs; per run: 0 1 0 0 0 1 0 0 0 0geo ügynökség vagy ai seo ügynökség kell a cégemnek
0 mentions in 10 runs; per run: 0 0 0 0 0 0 0 0 0 0The full field · 100 runs
| Provider | Mentions in 100 runs |
|---|---|
| Marketing21 | 54 |
| AVE Studio | 53 |
| Vantgard Digital | 45 |
| Marketing Kalkulátor | 27 |
| Agrand Digital Labs | 24 |
| HD marketing | 19 |
| Ventoora | 16 |
Source: the study’s per-run records. The chapter 07 dossier is a separate measurement on the same day.
The other engines
- Gemini0/15
Other measurement package 5 questions × 3 rounds, alternating order · 2026-08-22
- AI-mód0/15
Other measurement package the same 15 runs · 2026-08-22
- AIOcited
Owner observation organic #1 · on 1 query, owner observation · 2026-08-29
- Perplexitynot measured
Not measured
- Claudenot measured
Not measured
- Copilotnot measured
Not measured
Different measurement package · ChatGPT · 2026-08-21 · 5 buyer questions × 7 runs
Other measurement packagemilyen geo ügynökséget válasszak
0 mentions in 7 runsmelyik geo ügynökséget javasolod
3 mentions in 7 runsmelyik geo marketing ügynökséget válasszam
2 mentions in 7 runsnem vagyok látható az AI válaszaiban, melyik céget javaslod
6 mentions in 7 runsai láthatósági ügynökségek
3 mentions in 7 runsThe field table, every provider
| Provider | P1 | P2 | P3 | P4 | P5 | Σ |
|---|---|---|---|---|---|---|
| Marketing21 | 2 | 5 | 6 | 5 | 2 | 20/35 |
| AVE Studio | 0 | 3 | 2 | 6 | 3 | 14/35 |
| 'Vantgard Digital | 1 | 1 | 4 | 5 | 2 | 13/35 |
| HD marketing | 1 | 1 | 2 | 2 | 2 | 8/35 |
| Agrand Digital Labs | 2 | 1 | 1 | 1 | 3 | 8/35 |
| AiEntity Agency | 2 | 0 | 1 | 1 | 1 | 5/35 |
| SocialPro | 1 | 1 | 2 | 0 | 0 | 4/35 |
| Ventoora | 1 | 1 | 1 | 0 | 1 | 4/35 |
| Marketing Kalkulátor | 1 | 2 | 1 | 0 | 0 | 4/35 |
| Generatív Optimalizálás | 0 | 0 | 1 | 0 | 0 | 1/35 |
| Tartalomdesign | 0 | 0 | 0 | 0 | 1 | 1/35 |
| AI Láthatósági Audit | 0 | 0 | 0 | 0 | 1 | 1/35 |
| AI Visibility | 0 | 0 | 0 | 0 | 1 | 1/35 |
| Corvina AI Labs | 0 | 0 | 0 | 0 | 1 | 1/35 |
| Webrolling | 1 | 0 | 0 | 0 | 0 | 1/35 |
| Ad-Ops | 1 | 0 | 0 | 0 | 0 | 1/35 |
| Mito | 0 | 1 | 0 | 0 | 0 | 1/35 |
Before / after · No re-measurement yet
| Question | Baseline · 2026-08-21 | Re-measurement |
|---|---|---|
| P1 | 0/7 | no re-measurement yet |
| P2 | 3/7 | no re-measurement yet |
| P3 | 2/7 | no re-measurement yet |
| P4 | 6/7 | no re-measurement yet |
| P5 | 3/7 | no re-measurement yet |
| Σ | 14/35 | no re-measurement yet |