AI Brand Check
Launch phase · One-off payment · No subscription
AI Brand Check · AI visibility audit · OpenAI Web Search

Example Company AG

3 Prompts · 3 repetitions · 144 planned answers

Illustrative sample report. All businesses, answers and results are for demonstration only.

144 answers in this selection
01 / Your business
Mentioned and recommended

Example Company AG appears in 96 of 144 AI answers.

This shows your business visibility for the customer questions you selected. AI recommends it as a suitable choice in 64 of 144 clearly assessed answers.

Recommendations in this audit64 of 144 answers that can be assessedCompare with other providers →
What was tested?Compare countries and languages →

3 customer questions without the business name · Switzerland, Germany, France, Italy · German, French, Italian, English · 3 planned repetitions per combination.

View the tested customer questions
  1. I need solar panels for my house. Which providers in my region would you recommend?
  2. I want solar panels and a heat pump from one provider. Which companies handle planning and installation?
  3. I am looking for a solar installer with transparent quotes and reliable service. Which companies would you recommend?
This assessment applies to this audit, not every possible AI request.

Is your business mentioned?View details →

96of 144 answers

The number of AI answers described above that mention your business.

Is your business recommended?View details →

64of 144 answers

The number of answers that recommend your business as a suitable choice for the customer’s needs.

Is your website used as a source?View details →

32of 144 answers

The number of answers that include a source link to your website.

144 / 144 answers savedAll answers in this selection are availableMeasurement and interpretation →

All selected countries · All selected languages · A snapshot of the selected prompts. Not a measurement of all ChatGPT users.

API-based sample, not a direct measurement of the ChatGPT app.

Interpreting the results · meaning and limitations
What does this mean for your business?

Your business appears as a possible choice. Original answers show which services and qualities AI associates with your name.

Missing mentions mean missing visibility for these questions, not poor business quality. There is no universal industry benchmark here.
02 / Your competitors

Which competitors does AI mention alongside or instead of your business?

These businesses appear in answers to the same customer questions. We call them competitors here because they appear as alternatives for the tested need. This is not a complete list of your actual competitors.

Which businesses does AI recommend most often?

Counts explicit suggestions of a business as a suitable option. A name alone does not count.

1 competitors rank ahead of your company and 3 behind. 0 are tied or cannot be compared.

Common basis for comparison: 144 answers. 0 answers that cannot be jointly evaluated are excluded here. Values may therefore differ from the overview.

The list may include platforms and directories alongside direct competitors. Their role is labelled where the stored evidence supports it. A mention alone does not establish direct competition.

#1Example Provider AProvider named in the AI answers120 of 144 answers83 %
Mentioned 132 / 144Recommended 120 / 144Website cited Not verified

Evidence for the selected metric:

Prompt 1 · CH / de · 1Prompt 1 · CH / de · 2Prompt 1 · CH / de · 3Prompt 2 · CH / de · 1Prompt 2 · CH / de · 2Prompt 2 · CH / de · 3Prompt 3 · CH / de · 1Prompt 3 · CH / de · 2Prompt 3 · CH / de · 3Prompt 1 · CH / fr · 1Prompt 1 · CH / fr · 2Prompt 1 · CH / fr · 3Prompt 2 · CH / fr · 1Prompt 2 · CH / fr · 2Prompt 2 · CH / fr · 3Prompt 3 · CH / fr · 1Prompt 3 · CH / fr · 2Prompt 3 · CH / fr · 3Prompt 1 · CH / it · 1Prompt 1 · CH / it · 2Prompt 1 · CH / it · 3Prompt 1 · CH / en · 1Prompt 1 · CH / en · 2Prompt 1 · CH / en · 3Prompt 2 · CH / en · 1Prompt 2 · CH / en · 2Prompt 2 · CH / en · 3Prompt 3 · CH / en · 1Prompt 3 · CH / en · 2Prompt 3 · CH / en · 3Prompt 1 · DE / de · 1Prompt 1 · DE / de · 2Prompt 1 · DE / de · 3Prompt 2 · DE / de · 1Prompt 2 · DE / de · 2Prompt 2 · DE / de · 3Prompt 3 · DE / de · 1Prompt 3 · DE / de · 2Prompt 3 · DE / de · 3Prompt 1 · DE / fr · 1Prompt 1 · DE / fr · 2Prompt 1 · DE / fr · 3Prompt 2 · DE / fr · 1Prompt 2 · DE / fr · 2Prompt 2 · DE / fr · 3Prompt 3 · DE / fr · 1Prompt 3 · DE / fr · 2Prompt 3 · DE / fr · 3Prompt 1 · DE / it · 1Prompt 1 · DE / it · 2Prompt 1 · DE / it · 3Prompt 1 · DE / en · 1Prompt 1 · DE / en · 2Prompt 1 · DE / en · 3Prompt 2 · DE / en · 1Prompt 2 · DE / en · 2Prompt 2 · DE / en · 3Prompt 3 · DE / en · 1Prompt 3 · DE / en · 2Prompt 3 · DE / en · 3Prompt 1 · FR / de · 1Prompt 1 · FR / de · 2Prompt 1 · FR / de · 3Prompt 2 · FR / de · 1Prompt 2 · FR / de · 2Prompt 2 · FR / de · 3Prompt 3 · FR / de · 1Prompt 3 · FR / de · 2Prompt 3 · FR / de · 3Prompt 1 · FR / fr · 1Prompt 1 · FR / fr · 2Prompt 1 · FR / fr · 3Prompt 2 · FR / fr · 1Prompt 2 · FR / fr · 2Prompt 2 · FR / fr · 3Prompt 3 · FR / fr · 1Prompt 3 · FR / fr · 2Prompt 3 · FR / fr · 3Prompt 1 · FR / it · 1Prompt 1 · FR / it · 2Prompt 1 · FR / it · 3Prompt 1 · FR / en · 1Prompt 1 · FR / en · 2Prompt 1 · FR / en · 3Prompt 2 · FR / en · 1Prompt 2 · FR / en · 2Prompt 2 · FR / en · 3Prompt 3 · FR / en · 1Prompt 3 · FR / en · 2Prompt 3 · FR / en · 3Prompt 1 · IT / de · 1Prompt 1 · IT / de · 2Prompt 1 · IT / de · 3Prompt 2 · IT / de · 1Prompt 2 · IT / de · 2Prompt 2 · IT / de · 3Prompt 3 · IT / de · 1Prompt 3 · IT / de · 2Prompt 3 · IT / de · 3Prompt 1 · IT / fr · 1Prompt 1 · IT / fr · 2Prompt 1 · IT / fr · 3Prompt 2 · IT / fr · 1Prompt 2 · IT / fr · 2Prompt 2 · IT / fr · 3Prompt 3 · IT / fr · 1Prompt 3 · IT / fr · 2Prompt 3 · IT / fr · 3Prompt 1 · IT / it · 1Prompt 1 · IT / it · 2Prompt 1 · IT / it · 3Prompt 1 · IT / en · 1Prompt 1 · IT / en · 2Prompt 1 · IT / en · 3Prompt 2 · IT / en · 1Prompt 2 · IT / en · 2Prompt 2 · IT / en · 3Prompt 3 · IT / en · 1Prompt 3 · IT / en · 2Prompt 3 · IT / en · 3
#2Example Company AGYour business64 of 144 answers44 %
Mentioned 96 / 144Recommended 64 / 144Website cited 32 / 144

Evidence for the selected metric:

Prompt 1 · CH / de · 1Prompt 1 · CH / de · 2Prompt 1 · CH / de · 3Prompt 2 · CH / de · 1Prompt 2 · CH / de · 2Prompt 2 · CH / de · 3Prompt 1 · CH / fr · 1Prompt 1 · CH / fr · 2Prompt 1 · CH / fr · 3Prompt 2 · CH / fr · 1Prompt 1 · CH / it · 1Prompt 1 · CH / it · 2Prompt 1 · CH / en · 1Prompt 1 · CH / en · 2Prompt 1 · CH / en · 3Prompt 2 · CH / en · 1Prompt 1 · DE / de · 1Prompt 1 · DE / de · 2Prompt 1 · DE / de · 3Prompt 2 · DE / de · 1Prompt 2 · DE / de · 2Prompt 2 · DE / de · 3Prompt 1 · DE / fr · 1Prompt 1 · DE / fr · 2Prompt 1 · DE / fr · 3Prompt 2 · DE / fr · 1Prompt 1 · DE / it · 1Prompt 1 · DE / it · 2Prompt 1 · DE / en · 1Prompt 1 · DE / en · 2Prompt 1 · DE / en · 3Prompt 2 · DE / en · 1Prompt 1 · FR / de · 1Prompt 1 · FR / de · 2Prompt 1 · FR / de · 3Prompt 2 · FR / de · 1Prompt 2 · FR / de · 2Prompt 2 · FR / de · 3Prompt 1 · FR / fr · 1Prompt 1 · FR / fr · 2Prompt 1 · FR / fr · 3Prompt 2 · FR / fr · 1Prompt 1 · FR / it · 1Prompt 1 · FR / it · 2Prompt 1 · FR / en · 1Prompt 1 · FR / en · 2Prompt 1 · FR / en · 3Prompt 2 · FR / en · 1Prompt 1 · IT / de · 1Prompt 1 · IT / de · 2Prompt 1 · IT / de · 3Prompt 2 · IT / de · 1Prompt 2 · IT / de · 2Prompt 2 · IT / de · 3Prompt 1 · IT / fr · 1Prompt 1 · IT / fr · 2Prompt 1 · IT / fr · 3Prompt 2 · IT / fr · 1Prompt 1 · IT / it · 1Prompt 1 · IT / it · 2Prompt 1 · IT / en · 1Prompt 1 · IT / en · 2Prompt 1 · IT / en · 3Prompt 2 · IT / en · 1
#3Example Provider BProvider named in the AI answers52 of 144 answers36 %
#4Example Provider CProvider named in the AI answers32 of 144 answers22 %
#5Example Provider DProvider named in the AI answers16 of 144 answers11 %

Rank shows your position within this selection. Expand a competitor to see mentions, recommendations and supporting answers. This is not an industry rating.

Your brand’s share of recorded business mentions: 23 % (96 / 416), based on 144 answers with business analysis. Not market share.

Countries & languages

Where is your business visible?

Compare how often your business is mentioned, recommended and linked as a source across your selected markets and languages. The filters above apply here too.

Country comparison

Switzerland36 planned answers

Genannt
67 %24 / 36
Recommended
44 %16 / 36
Website as a source
22 %8 / 36

Germany36 planned answers

Genannt
67 %24 / 36
Recommended
44 %16 / 36
Website as a source
22 %8 / 36

France36 planned answers

Genannt
67 %24 / 36
Recommended
44 %16 / 36
Website as a source
22 %8 / 36

Italy36 planned answers

Genannt
67 %24 / 36
Recommended
44 %16 / 36
Website as a source
22 %8 / 36

Language comparison

German36 planned answers

Genannt
89 %32 / 36
Recommended
67 %24 / 36
Website as a source
33 %12 / 36

French36 planned answers

Genannt
67 %24 / 36
Recommended
44 %16 / 36
Website as a source
22 %8 / 36

Italian36 planned answers

Genannt
44 %16 / 36
Recommended
22 %8 / 36
Website as a source
11 %4 / 36

English36 planned answers

Genannt
67 %24 / 36
Recommended
44 %16 / 36
Website as a source
22 %8 / 36

Länder: The recommendation rate is the same across the evaluated groups.

Sprachen: The gap between the highest and lowest recommendation rate is 44 percentage points.

Every country and language combination in detail
Recommendations by country and language · matches / evaluable answers
CountryGermanFrenchItalianEnglish
Switzerland67 %6 / 944 %4 / 922 %2 / 944 %4 / 9
Germany67 %6 / 944 %4 / 922 %2 / 944 %4 / 9
France67 %6 / 944 %4 / 922 %2 / 944 %4 / 9
Italy67 %6 / 944 %4 / 922 %2 / 944 %4 / 9
Comparison basis and interpretation

Country bars combine the selected languages; language bars combine the selected countries. For a more focused country comparison, select a single language above. To compare languages, select a single country.

Where possible, compare the same questions and number of runs. Different questions, language mixes or missing answers may explain differences. These are observed rates within this audit, not statistically established country or language effects. Unclear and pending answers do not count as No. Prompts that name the brand are excluded.

03 / Your customer questions

What happens for each customer question?

A prompt is a customer question to AI. See where your business appears, who is named instead and what to investigate.

3 customer questions2 with answers that name other providers but not your business.
Prompt 1

I need solar panels for my house. Which providers in my region would you recommend?

Business mentioned48 / 48
auswertbare answers
Business recommended44 / 48
auswertbare answers
Website as a source32 / 48
auswertbare answers

Most frequently recommended other providers: Example Provider A (48 / 48)

Prompt 2

I want solar panels and a heat pump from one provider. Which companies handle planning and installation?

Business mentioned40 / 48
auswertbare answers
Business recommended20 / 48
auswertbare answers
Website as a source0 / 48
auswertbare answers

Most frequently recommended other providers: Example Provider A (36 / 48)

Prompt 3

I am looking for a solar installer with transparent quotes and reliable service. Which companies would you recommend?

Business mentioned8 / 48
auswertbare answers
Business recommended0 / 48
auswertbare answers
Website as a source0 / 48
auswertbare answers

Most frequently recommended other providers: Example Provider A (36 / 48)

Where your business is missing · questions mentioning competitors

For these customer questions, AI names competitors but not you.

Start here: what services do customers seek, which competitors appear and what evidence does AI use?

40 of 48answers that can be assessed name competitors, but not Example Company AG

I am looking for a solar installer with transparent quotes and reliable service. Which companies would you recommend?

Named instead of your business: Example Provider A (28 answers), Example Provider B (28 answers), Example Provider C (12 answers) and 1 other competitors.

Your next step: Open the answers and compare the services described with your offering and review the 2 linked source pages.

View competitors, answers and sources for this question →
8 of 48answers that can be assessed name competitors, but not Example Company AG

I want solar panels and a heat pump from one provider. Which companies handle planning and installation?

Named instead of your business: Example Provider A (8 answers), Example Provider C (8 answers), Example Provider D (8 answers).

Your next step: Open the answers and compare the services described with your offering and review the 2 linked source pages.

View competitors, answers and sources for this question →

Ordered by the number of answers missing your business. This does not estimate demand or revenue potential. It concerns mentions, not list positions.

Detailed analysis · filters, comparison table and original answers

These filters apply to the prompt table. CSV export includes all answers for the selected countries and languages, including branded prompts.

Results per prompt · 144 answers in the country/language selection
PromptResultsMost recommended competitor
I need solar panels for my house. Which providers in my region would you recommend?Location · Without brand name
44 recommended4 mentioned only
Mention: 48 of 48 answers that can be assessedOut of 48 planned answers
Example Provider A · 48 / 48
I want solar panels and a heat pump from one provider. Which companies handle planning and installation?Service / product · Without brand name
20 recommended20 mentioned only8 not mentioned
Mention: 40 of 48 answers that can be assessedOut of 48 planned answers
Example Provider A · 36 / 48
I am looking for a solar installer with transparent quotes and reliable service. Which companies would you recommend?Purchase decision · Without brand name
8 mentioned only40 not mentioned
Mention: 8 of 48 answers that can be assessedOut of 48 planned answers
Example Provider A · 36 / 48

Green: recommended · Yellow: mentioned only · Red: not mentioned · Grey: pending / not evaluable. Competitors are compared using documented recommendations in the same selection; ties remain visible.

Compare mentions by language
01Solar panels in my region
I need solar panels for my house. Which providers in my region would you recommend?Mentioned 48 / 48 · Recommended 44 / 48 · Website cited 32 / 48
+
Understanding this prompt

Mentioned in every repetition

Example Company AG: 44 of 48 Empfehlungen. Example Provider A: 48 of 48.

Next check: Check statements about your business for accuracy and keep the services and sources up to date.

CH · German · Repetition 1Mentioned
CH · German · Repetition 2Mentioned
CH · German · Repetition 3Mentioned
CH · French · Repetition 1Mentioned
CH · French · Repetition 2Mentioned
CH · French · Repetition 3Mentioned
CH · Italian · Repetition 1Mentioned
CH · Italian · Repetition 2Mentioned
CH · Italian · Repetition 3Mentioned
CH · English · Repetition 1Mentioned
CH · English · Repetition 2Mentioned
CH · English · Repetition 3Mentioned
DE · German · Repetition 1Mentioned
DE · German · Repetition 2Mentioned
DE · German · Repetition 3Mentioned
DE · French · Repetition 1Mentioned
DE · French · Repetition 2Mentioned
DE · French · Repetition 3Mentioned
DE · Italian · Repetition 1Mentioned
DE · Italian · Repetition 2Mentioned
DE · Italian · Repetition 3Mentioned
DE · English · Repetition 1Mentioned
DE · English · Repetition 2Mentioned
DE · English · Repetition 3Mentioned
FR · German · Repetition 1Mentioned
FR · German · Repetition 2Mentioned
FR · German · Repetition 3Mentioned
FR · French · Repetition 1Mentioned
FR · French · Repetition 2Mentioned
FR · French · Repetition 3Mentioned
FR · Italian · Repetition 1Mentioned
FR · Italian · Repetition 2Mentioned
FR · Italian · Repetition 3Mentioned
FR · English · Repetition 1Mentioned
FR · English · Repetition 2Mentioned
FR · English · Repetition 3Mentioned
IT · German · Repetition 1Mentioned
IT · German · Repetition 2Mentioned
IT · German · Repetition 3Mentioned
IT · French · Repetition 1Mentioned
IT · French · Repetition 2Mentioned
IT · French · Repetition 3Mentioned
IT · Italian · Repetition 1Mentioned
IT · Italian · Repetition 2Mentioned
IT · Italian · Repetition 3Mentioned
IT · English · Repetition 1Mentioned
IT · English · Repetition 2Mentioned
IT · English · Repetition 3Mentioned
02Solar and heating from one provider
I want solar panels and a heat pump from one provider. Which companies handle planning and installation?Mentioned 40 / 48 · Recommended 20 / 48 · Website cited 0 / 48
+
Understanding this prompt

Your visibility varies between repetitions

Example Company AG: 20 of 48 Empfehlungen. Example Provider A: 36 of 48.

Next check: Compare answers with and without your brand: which requirements and businesses differ?

CH · German · Repetition 1Mentioned
CH · German · Repetition 2Mentioned
CH · German · Repetition 3Mentioned
CH · French · Repetition 1Mentioned
CH · French · Repetition 2Mentioned
CH · French · Repetition 3Mentioned
CH · Italian · Repetition 1Mentioned
CH · Italian · Repetition 2Not mentioned
CH · Italian · Repetition 3Not mentioned
CH · English · Repetition 1Mentioned
CH · English · Repetition 2Mentioned
CH · English · Repetition 3Mentioned
DE · German · Repetition 1Mentioned
DE · German · Repetition 2Mentioned
DE · German · Repetition 3Mentioned
DE · French · Repetition 1Mentioned
DE · French · Repetition 2Mentioned
DE · French · Repetition 3Mentioned
DE · Italian · Repetition 1Mentioned
DE · Italian · Repetition 2Not mentioned
DE · Italian · Repetition 3Not mentioned
DE · English · Repetition 1Mentioned
DE · English · Repetition 2Mentioned
DE · English · Repetition 3Mentioned
FR · German · Repetition 1Mentioned
FR · German · Repetition 2Mentioned
FR · German · Repetition 3Mentioned
FR · French · Repetition 1Mentioned
FR · French · Repetition 2Mentioned
FR · French · Repetition 3Mentioned
FR · Italian · Repetition 1Mentioned
FR · Italian · Repetition 2Not mentioned
FR · Italian · Repetition 3Not mentioned
FR · English · Repetition 1Mentioned
FR · English · Repetition 2Mentioned
FR · English · Repetition 3Mentioned
IT · German · Repetition 1Mentioned
IT · German · Repetition 2Mentioned
IT · German · Repetition 3Mentioned
IT · French · Repetition 1Mentioned
IT · French · Repetition 2Mentioned
IT · French · Repetition 3Mentioned
IT · Italian · Repetition 1Mentioned
IT · Italian · Repetition 2Not mentioned
IT · Italian · Repetition 3Not mentioned
IT · English · Repetition 1Mentioned
IT · English · Repetition 2Mentioned
IT · English · Repetition 3Mentioned
03Compare providers
I am looking for a solar installer with transparent quotes and reliable service. Which companies would you recommend?Mentioned 8 / 48 · Recommended 0 / 48 · Website cited 0 / 48
+
Understanding this prompt

Your visibility varies between repetitions

Example Company AG: 0 of 48 Empfehlungen. Example Provider A: 36 of 48.

Next check: Compare answers with and without your brand: which requirements and businesses differ?

CH · German · Repetition 1Mentioned
CH · German · Repetition 2Mentioned
CH · German · Repetition 3Not mentioned
CH · French · Repetition 1Not mentioned
CH · French · Repetition 2Not mentioned
CH · French · Repetition 3Not mentioned
CH · Italian · Repetition 1Not mentioned
CH · Italian · Repetition 2Not mentioned
CH · Italian · Repetition 3Not mentioned
CH · English · Repetition 1Not mentioned
CH · English · Repetition 2Not mentioned
CH · English · Repetition 3Not mentioned
DE · German · Repetition 1Mentioned
DE · German · Repetition 2Mentioned
DE · German · Repetition 3Not mentioned
DE · French · Repetition 1Not mentioned
DE · French · Repetition 2Not mentioned
DE · French · Repetition 3Not mentioned
DE · Italian · Repetition 1Not mentioned
DE · Italian · Repetition 2Not mentioned
DE · Italian · Repetition 3Not mentioned
DE · English · Repetition 1Not mentioned
DE · English · Repetition 2Not mentioned
DE · English · Repetition 3Not mentioned
FR · German · Repetition 1Mentioned
FR · German · Repetition 2Mentioned
FR · German · Repetition 3Not mentioned
FR · French · Repetition 1Not mentioned
FR · French · Repetition 2Not mentioned
FR · French · Repetition 3Not mentioned
FR · Italian · Repetition 1Not mentioned
FR · Italian · Repetition 2Not mentioned
FR · Italian · Repetition 3Not mentioned
FR · English · Repetition 1Not mentioned
FR · English · Repetition 2Not mentioned
FR · English · Repetition 3Not mentioned
IT · German · Repetition 1Mentioned
IT · German · Repetition 2Mentioned
IT · German · Repetition 3Not mentioned
IT · French · Repetition 1Not mentioned
IT · French · Repetition 2Not mentioned
IT · French · Repetition 3Not mentioned
IT · Italian · Repetition 1Not mentioned
IT · Italian · Repetition 2Not mentioned
IT · Italian · Repetition 3Not mentioned
IT · English · Repetition 1Not mentioned
IT · English · Repetition 2Not mentioned
IT · English · Repetition 3Not mentioned

Citations and negative mentions are also shown separately for each answer.

04 / The sources

Which websites does AI use?

All recorded sources for this selection: pages, frequency, business attribution and links to the related answers.

3Source domains
3Cited pages
0Other saved search sources
Sources in detail · domains, pages and related answers
3Websites / domains
3Pages cited in answers
0Other search sources, not cited

All recorded sources for the selected countries and languages, including questions naming your company. Cited means the AI linked to the page in an answer. Other search source means the API returned it as a research source, but it was not recorded as a citation in an answer.

Each page or domain is counted once per answer. A source link does not prove it caused a recommendation. For 144 answers, no separate search-source list was saved; only recorded citations can be shown.

fachportal.example.comOther website · ownership unconfirmed144 answers citing this source1 saved pages · view details

Attribution: No verified link to your company or a recorded competitor. This does not prove independence.

Your company in answers using this source

Example Company AG is named in 96 of 144 answers citing this source and absent in 48.

Which competitors also appear?

  • Example Provider A · named in 132 answers, recommended in 120
  • Example Provider B · named in 96 answers, recommended in 52
  • Example Provider C · named in 64 answers, recommended in 32
  • Example Provider D · named in 28 answers, recommended in 16
Appearing together in an AI answer does not prove a mention on the source page.

What you can do next: Review the linked pages and their role. Frequent citation alone does not establish quality or trustworthiness.

All recorded pages on this domain

Illustrative specialist portal: planning solar panels ↗https://fachportal.example.com/solaranlagen

Page · content type unconfirmed Cited in 144 answers

View citing answers
Prompt 1 · CH / de · Repetition 1Prompt 1 · CH / de · Repetition 2Prompt 1 · CH / de · Repetition 3Prompt 2 · CH / de · Repetition 1Prompt 2 · CH / de · Repetition 2Prompt 2 · CH / de · Repetition 3Prompt 3 · CH / de · Repetition 1Prompt 3 · CH / de · Repetition 2Prompt 3 · CH / de · Repetition 3Prompt 1 · CH / fr · Repetition 1Prompt 1 · CH / fr · Repetition 2Prompt 1 · CH / fr · Repetition 3Prompt 2 · CH / fr · Repetition 1Prompt 2 · CH / fr · Repetition 2Prompt 2 · CH / fr · Repetition 3Prompt 3 · CH / fr · Repetition 1Prompt 3 · CH / fr · Repetition 2Prompt 3 · CH / fr · Repetition 3Prompt 1 · CH / it · Repetition 1Prompt 1 · CH / it · Repetition 2Prompt 1 · CH / it · Repetition 3Prompt 2 · CH / it · Repetition 1Prompt 2 · CH / it · Repetition 2Prompt 2 · CH / it · Repetition 3Prompt 3 · CH / it · Repetition 1Prompt 3 · CH / it · Repetition 2Prompt 3 · CH / it · Repetition 3Prompt 1 · CH / en · Repetition 1Prompt 1 · CH / en · Repetition 2Prompt 1 · CH / en · Repetition 3Prompt 2 · CH / en · Repetition 1Prompt 2 · CH / en · Repetition 2Prompt 2 · CH / en · Repetition 3Prompt 3 · CH / en · Repetition 1Prompt 3 · CH / en · Repetition 2Prompt 3 · CH / en · Repetition 3Prompt 1 · DE / de · Repetition 1Prompt 1 · DE / de · Repetition 2Prompt 1 · DE / de · Repetition 3Prompt 2 · DE / de · Repetition 1Prompt 2 · DE / de · Repetition 2Prompt 2 · DE / de · Repetition 3Prompt 3 · DE / de · Repetition 1Prompt 3 · DE / de · Repetition 2Prompt 3 · DE / de · Repetition 3Prompt 1 · DE / fr · Repetition 1Prompt 1 · DE / fr · Repetition 2Prompt 1 · DE / fr · Repetition 3Prompt 2 · DE / fr · Repetition 1Prompt 2 · DE / fr · Repetition 2Prompt 2 · DE / fr · Repetition 3Prompt 3 · DE / fr · Repetition 1Prompt 3 · DE / fr · Repetition 2Prompt 3 · DE / fr · Repetition 3Prompt 1 · DE / it · Repetition 1Prompt 1 · DE / it · Repetition 2Prompt 1 · DE / it · Repetition 3Prompt 2 · DE / it · Repetition 1Prompt 2 · DE / it · Repetition 2Prompt 2 · DE / it · Repetition 3Prompt 3 · DE / it · Repetition 1Prompt 3 · DE / it · Repetition 2Prompt 3 · DE / it · Repetition 3Prompt 1 · DE / en · Repetition 1Prompt 1 · DE / en · Repetition 2Prompt 1 · DE / en · Repetition 3Prompt 2 · DE / en · Repetition 1Prompt 2 · DE / en · Repetition 2Prompt 2 · DE / en · Repetition 3Prompt 3 · DE / en · Repetition 1Prompt 3 · DE / en · Repetition 2Prompt 3 · DE / en · Repetition 3Prompt 1 · FR / de · Repetition 1Prompt 1 · FR / de · Repetition 2Prompt 1 · FR / de · Repetition 3Prompt 2 · FR / de · Repetition 1Prompt 2 · FR / de · Repetition 2Prompt 2 · FR / de · Repetition 3Prompt 3 · FR / de · Repetition 1Prompt 3 · FR / de · Repetition 2Prompt 3 · FR / de · Repetition 3Prompt 1 · FR / fr · Repetition 1Prompt 1 · FR / fr · Repetition 2Prompt 1 · FR / fr · Repetition 3Prompt 2 · FR / fr · Repetition 1Prompt 2 · FR / fr · Repetition 2Prompt 2 · FR / fr · Repetition 3Prompt 3 · FR / fr · Repetition 1Prompt 3 · FR / fr · Repetition 2Prompt 3 · FR / fr · Repetition 3Prompt 1 · FR / it · Repetition 1Prompt 1 · FR / it · Repetition 2Prompt 1 · FR / it · Repetition 3Prompt 2 · FR / it · Repetition 1Prompt 2 · FR / it · Repetition 2Prompt 2 · FR / it · Repetition 3Prompt 3 · FR / it · Repetition 1Prompt 3 · FR / it · Repetition 2Prompt 3 · FR / it · Repetition 3Prompt 1 · FR / en · Repetition 1Prompt 1 · FR / en · Repetition 2Prompt 1 · FR / en · Repetition 3Prompt 2 · FR / en · Repetition 1Prompt 2 · FR / en · Repetition 2Prompt 2 · FR / en · Repetition 3Prompt 3 · FR / en · Repetition 1Prompt 3 · FR / en · Repetition 2Prompt 3 · FR / en · Repetition 3Prompt 1 · IT / de · Repetition 1Prompt 1 · IT / de · Repetition 2Prompt 1 · IT / de · Repetition 3Prompt 2 · IT / de · Repetition 1Prompt 2 · IT / de · Repetition 2Prompt 2 · IT / de · Repetition 3Prompt 3 · IT / de · Repetition 1Prompt 3 · IT / de · Repetition 2Prompt 3 · IT / de · Repetition 3Prompt 1 · IT / fr · Repetition 1Prompt 1 · IT / fr · Repetition 2Prompt 1 · IT / fr · Repetition 3Prompt 2 · IT / fr · Repetition 1Prompt 2 · IT / fr · Repetition 2Prompt 2 · IT / fr · Repetition 3Prompt 3 · IT / fr · Repetition 1Prompt 3 · IT / fr · Repetition 2Prompt 3 · IT / fr · Repetition 3Prompt 1 · IT / it · Repetition 1Prompt 1 · IT / it · Repetition 2Prompt 1 · IT / it · Repetition 3Prompt 2 · IT / it · Repetition 1Prompt 2 · IT / it · Repetition 2Prompt 2 · IT / it · Repetition 3Prompt 3 · IT / it · Repetition 1Prompt 3 · IT / it · Repetition 2Prompt 3 · IT / it · Repetition 3Prompt 1 · IT / en · Repetition 1Prompt 1 · IT / en · Repetition 2Prompt 1 · IT / en · Repetition 3Prompt 2 · IT / en · Repetition 1Prompt 2 · IT / en · Repetition 2Prompt 2 · IT / en · Repetition 3Prompt 3 · IT / en · Repetition 1Prompt 3 · IT / en · Repetition 2Prompt 3 · IT / en · Repetition 3
branchenverzeichnis.example.comOther website · ownership unconfirmed80 answers citing this source1 saved pages · view details

Attribution: No verified link to your company or a recorded competitor. This does not prove independence.

Your company in answers using this source

Example Company AG is named in 48 of 80 answers citing this source and absent in 32.

Which competitors also appear?

  • Example Provider A · named in 72 answers, recommended in 68
  • Example Provider B · named in 56 answers, recommended in 32
  • Example Provider C · named in 36 answers, recommended in 20
  • Example Provider D · named in 16 answers, recommended in 8
Appearing together in an AI answer does not prove a mention on the source page.

What you can do next: Review the linked pages and their role. Frequent citation alone does not establish quality or trustworthiness.

All recorded pages on this domain

Illustrative directory: solar and heat pumps ↗https://branchenverzeichnis.example.com/solaranbieter

Likely directory Cited in 80 answers

View citing answers
Prompt 1 · CH / de · Repetition 1Prompt 1 · CH / de · Repetition 3Prompt 2 · CH / de · Repetition 2Prompt 3 · CH / de · Repetition 1Prompt 3 · CH / de · Repetition 3Prompt 1 · CH / fr · Repetition 1Prompt 1 · CH / fr · Repetition 3Prompt 2 · CH / fr · Repetition 2Prompt 3 · CH / fr · Repetition 1Prompt 3 · CH / fr · Repetition 3Prompt 1 · CH / it · Repetition 1Prompt 1 · CH / it · Repetition 3Prompt 2 · CH / it · Repetition 2Prompt 3 · CH / it · Repetition 1Prompt 3 · CH / it · Repetition 3Prompt 1 · CH / en · Repetition 1Prompt 1 · CH / en · Repetition 3Prompt 2 · CH / en · Repetition 2Prompt 3 · CH / en · Repetition 1Prompt 3 · CH / en · Repetition 3Prompt 1 · DE / de · Repetition 1Prompt 1 · DE / de · Repetition 3Prompt 2 · DE / de · Repetition 2Prompt 3 · DE / de · Repetition 1Prompt 3 · DE / de · Repetition 3Prompt 1 · DE / fr · Repetition 1Prompt 1 · DE / fr · Repetition 3Prompt 2 · DE / fr · Repetition 2Prompt 3 · DE / fr · Repetition 1Prompt 3 · DE / fr · Repetition 3Prompt 1 · DE / it · Repetition 1Prompt 1 · DE / it · Repetition 3Prompt 2 · DE / it · Repetition 2Prompt 3 · DE / it · Repetition 1Prompt 3 · DE / it · Repetition 3Prompt 1 · DE / en · Repetition 1Prompt 1 · DE / en · Repetition 3Prompt 2 · DE / en · Repetition 2Prompt 3 · DE / en · Repetition 1Prompt 3 · DE / en · Repetition 3Prompt 1 · FR / de · Repetition 1Prompt 1 · FR / de · Repetition 3Prompt 2 · FR / de · Repetition 2Prompt 3 · FR / de · Repetition 1Prompt 3 · FR / de · Repetition 3Prompt 1 · FR / fr · Repetition 1Prompt 1 · FR / fr · Repetition 3Prompt 2 · FR / fr · Repetition 2Prompt 3 · FR / fr · Repetition 1Prompt 3 · FR / fr · Repetition 3Prompt 1 · FR / it · Repetition 1Prompt 1 · FR / it · Repetition 3Prompt 2 · FR / it · Repetition 2Prompt 3 · FR / it · Repetition 1Prompt 3 · FR / it · Repetition 3Prompt 1 · FR / en · Repetition 1Prompt 1 · FR / en · Repetition 3Prompt 2 · FR / en · Repetition 2Prompt 3 · FR / en · Repetition 1Prompt 3 · FR / en · Repetition 3Prompt 1 · IT / de · Repetition 1Prompt 1 · IT / de · Repetition 3Prompt 2 · IT / de · Repetition 2Prompt 3 · IT / de · Repetition 1Prompt 3 · IT / de · Repetition 3Prompt 1 · IT / fr · Repetition 1Prompt 1 · IT / fr · Repetition 3Prompt 2 · IT / fr · Repetition 2Prompt 3 · IT / fr · Repetition 1Prompt 3 · IT / fr · Repetition 3Prompt 1 · IT / it · Repetition 1Prompt 1 · IT / it · Repetition 3Prompt 2 · IT / it · Repetition 2Prompt 3 · IT / it · Repetition 1Prompt 3 · IT / it · Repetition 3Prompt 1 · IT / en · Repetition 1Prompt 1 · IT / en · Repetition 3Prompt 2 · IT / en · Repetition 2Prompt 3 · IT / en · Repetition 1Prompt 3 · IT / en · Repetition 3
unternehmen.example.comYour website32 answers citing this source1 saved pages · view details

Attribution: Domain from your company profile.

Your company in answers using this source

Example Company AG is named in 32 of 32 answers citing this source and absent in 0.

Which competitors also appear?

  • Example Provider A · named in 32 answers, recommended in 32
  • Example Provider B · named in 28 answers, recommended in 20
  • Example Provider C · named in 20 answers, recommended in 8
  • Example Provider D · named in 4 answers, recommended in 4
Appearing together in an AI answer does not prove a mention on the source page.

What you can do next: Check that your cited pages describe your services and company clearly and accurately.

All recorded pages on this domain

Illustrative company website: services ↗https://unternehmen.example.com/leistungen

Likely service / product page Cited in 32 answers

View citing answers

Page types are inferred from URLs and recorded titles, not a content review. Full text, publishers, freshness and mentions on third-party pages have not been separately checked. Unrecorded internal model sources are unavailable.

05 / GOOGLE · PAGESPEED INSIGHTS

Technical foundations of your website

How well does your website load, and how easily can AI agents understand and use it?

Illustrative results for Beispielunternehmen AG — not an actual Google measurement.

Performance

How quickly the page loads and responds to input. A higher score means better measured performance.

72/ 100

Accessibility

How accessible the page is for people with disabilities. Automated tests do not replace manual checks.

88/ 100

Best Practices

Whether the page follows key technical quality and security practices, such as secure connections and functioning browser features.

96/ 100

SEO

Whether basic technical requirements for search engines are met. This score is not a Google ranking.

92/ 100

Agentic browsing

Experimental

How well AI agents can understand and operate the page. This experimental test does not measure ChatGPT recommendations.

1 / 2 checks passed

Tests technical usability for AI agents. This is not a ranking or a guarantee of ChatGPT recommendations. Inapplicable and untestable checks do not count as failures.

Findings and practical next steps
Give controls clear labelsReview for improvement

In this example, the contact button lacks a clear accessible name, making its purpose harder for an AI agent to identify.

Next step: Give controls clear accessible names and correct HTML roles. Inspect the accessibility tree and listed elements with a keyboard and screen reader.

Stable layout during loadingPassed

In this example, controls stay in position while the page loads.

WebMCP · Form coverageNot applicable

This optional technology is not used on the example page. This does not count as a failure.

WebMCP · Registered toolsNot applicable

This optional technology is not used on the example page. This does not count as a failure.

WebMCP · Schema validityNot applicable

This optional technology is not used on the example page. This does not count as a failure.

llms.txtNot applicable

This optional technology is not used on the example page. This does not count as a failure.

ai-catalog.jsonNot applicable

This optional technology is not used on the example page. This does not count as a failure.

Improve these technical points first

Large hero image delays renderingReview for improvement

The example hero image is too large. A smaller compressed image can speed up visible page loading.

Next step: Fix the reported loading problems, optimise affected images and scripts, then retest the same URL on mobile.

Improve text contrastReview for improvement

Light text on a light background is hard to read in this example. Darker text improves readability.

Next step: Correct the semantics of the listed elements, then manually test with keyboard and screen reader.

A mobile lab measurement of one page, not a complete website scan. Technical quality does not measure AI recommendations. Automated tests do not establish full accessibility.

06 / Your next steps

What should you do next?

Prioritised by observed gaps. Suggestions to investigate, not guarantees of increased visibility.

Priority 1 · Prompt 3

I am looking for a solar installer with transparent quotes and reliable service. Which companies would you recommend?

View the action, evidence and implementation

Observed in this audit: 40 answers mention competitors without naming your company. Your mentions: 8/48. Recommendations of your company: 0/48.

Companies appearing instead: Example Provider A, Example Provider B, Example Provider C, Example Provider D

What to check next

  1. Compare the services and qualities highlighted in these answers with what your company actually offers.
  2. Identify the page on your website that best answers this customer need. Check whether the offer, service area and supporting evidence are clear.
  3. Review the cited source pages. Add only accurate, verifiable information that is genuinely missing. Then repeat the same audit settings to compare results.
View the question and original answers →

These observations identify checks to make, not confirmed defects on your website. A later change in results does not prove that an edit caused it.

Priority 2 · Prompt 2

I want solar panels and a heat pump from one provider. Which companies handle planning and installation?

View the action, evidence and implementation

Observed in this audit: 8 answers mention competitors without naming your company. Your mentions: 40/48. Recommendations of your company: 20/48.

Companies appearing instead: Example Provider A, Example Provider C, Example Provider D

What to check next

  1. Compare the services and qualities highlighted in these answers with what your company actually offers.
  2. Identify the page on your website that best answers this customer need. Check whether the offer, service area and supporting evidence are clear.
  3. Review the cited source pages. Add only accurate, verifiable information that is genuinely missing. Then repeat the same audit settings to compare results.
View the question and original answers →

These observations identify checks to make, not confirmed defects on your website. A later change in results does not prove that an edit caused it.

Technical improvements from your website check

These findings complement the content actions. They improve the technical foundations, without guaranteeing AI recommendations.

Google · performance

Large hero image delays rendering

View the finding and practical action

The example hero image is too large. A smaller compressed image can speed up visible page loading.

Next step: Fix the reported loading problems, optimise affected images and scripts, then retest the same URL on mobile.

Go to technical checks →
Google · accessibility

Improve text contrast

View the finding and practical action

Light text on a light background is hard to read in this example. Darker text improves readability.

Next step: Correct the semantics of the listed elements, then manually test with keyboard and screen reader.

Go to technical checks →
Google · agent-accessibility

Give controls clear labels

View the finding and practical action

In this example, the contact button lacks a clear accessible name, making its purpose harder for an AI agent to identify.

Next step: Give controls clear accessible names and correct HTML roles. Inspect the accessibility tree and listed elements with a keyboard and screen reader.

Go to technical checks →
Methodology, evidence and limitations

Report analysis v3: mentions, recommendations and citations are evaluated independently. Unknown is not zero. Mentions use the name and verified aliases in the answer text; URLs alone do not count. Older audits did not measure negative mentions separately.

Modell: fiktiv · Messprotokoll: Fiktive Demonstration. Country is an approximate API location setting. The instruction requests suitable options, sources and a short answer, which influences open questions. Translations may alter nuances.

The bootstrap interval uses repetitions within the selected questions, not a representative sample of all user requests. Small samples can produce misleadingly narrow intervals. Sources do not prove causality. Original answers remain accessible and unchanged.