Template: 25 Viennese tax advisory firms in the AI visibility check
Template with fictional placeholder values: 13 of 25 example firms were named in at least one of the 18 answers; the median website score was 66/100. All figures are invented and only show how a real study is structured.
25 companies, 3 models, 18 answers per company, measured on 3 September 2026: 13 of 25 companies were named in at least one answer. The website check scores 0–100 across eight criteria; the full QueryHalo audit for one company costs €29 once.
Method
- Six neutral buying and recommendation questions per company, without the company name in the question; the same questions to three model families: 18 answers per company.
- Recorded per answer: company named yes/no, position in the brand list, all providers named.
- Website check of the public homepage across eight criteria (0–100) based on server HTML.
- No live web search by the models; existing model knowledge on the measurement day is measured.
- Firms were selected from a public list (in a real study: name the source and selection criterion here).
- Every firm was tested with the same six questions; the questions contain no firm name.
- Mentions were counted per answer; a firm counts only if its name appears in the answer text or in the model's brand list.
The six questions
- Which tax advisory firms are best suited to sole traders and small limited companies in Vienna?
- What are the top five tax advisors for start-ups in Vienna, and why?
- Which tax advisory offers the best value for physicians in Vienna?
- Which alternatives should buyers compare when looking for an e-commerce tax advisor in Vienna?
- Which trusted firms solve the main bookkeeping and tax-return problems of freelancers in Vienna?
- Which specialist or newer tax advisory firms are worth considering in Vienna?
Result per company
| Company | GPT | Claude | Gemini | Mentions /18 | Website score |
|---|---|---|---|---|---|
| Beispielkanzlei A | no | yes | no | 1 | 72/100 |
| Beispielkanzlei B | yes | no | no | 1 | 34/100 |
| Beispielkanzlei C | yes | no | no | 3 | 64/100 |
| Beispielkanzlei D | yes | no | no | 3 | 78/100 |
| Beispielkanzlei E | no | yes | no | 1 | 52/100 |
| Beispielkanzlei F | yes | no | no | 1 | 72/100 |
| Beispielkanzlei G | yes | no | no | 1 | 42/100 |
| Beispielkanzlei H | no | no | no | 0 | 72/100 |
| Beispielkanzlei I | no | no | no | 0 | 66/100 |
| Beispielkanzlei J | no | no | no | 0 | 74/100 |
| Beispielkanzlei K | no | no | no | 0 | 46/100 |
| Beispielkanzlei L | no | no | no | 0 | 72/100 |
| Beispielkanzlei M | no | no | no | 0 | 74/100 |
| Beispielkanzlei N | no | yes | no | 2 | 46/100 |
| Beispielkanzlei O | no | no | no | 0 | 42/100 |
| Beispielkanzlei P | no | no | no | 0 | 60/100 |
| Beispielkanzlei Q | no | no | no | 0 | 86/100 |
| Beispielkanzlei R | no | no | no | 0 | 66/100 |
| Beispielkanzlei S | no | yes | no | 2 | 78/100 |
| Beispielkanzlei T | no | no | no | 0 | 80/100 |
| Beispielkanzlei U | no | no | yes | 2 | 60/100 |
| Beispielkanzlei V | yes | yes | yes | 4 | 64/100 |
| Beispielkanzlei W | no | no | yes | 2 | 64/100 |
| Beispielkanzlei X | no | no | no | 0 | 72/100 |
| Beispielkanzlei Y | yes | no | no | 2 | 52/100 |
Interpretation
In this template most example firms are not named in any of the 18 answers; the models recommend a few large or heavily linked providers instead.
A high website score does not guarantee a mention: example firm Q scores 86/100 in the website check and is still not recommended in any answer.
A real study places its sober interpretation here: which patterns appear, which do not, and what follows for the firms.
Limits
- Snapshot of model knowledge on the measurement day; repeated queries can differ.
- No live web search by the models and no measurement of real prompt volumes.
- The website score evaluates only the server HTML of the homepage; heavily client-rendered sites can be underestimated.
- This template contains invented placeholder values only and makes no statement about real firms.
Conducted by OptiRisk Consulting e.U., Vienna. Questions: info@optirisk.at.