AI-generated visibility summary

AI visibility summary for Q-nomy

Q-nomy's AI visibility is weak and uneven. Across three engines and three prompts, it records a 22.2% mention rate and 22.2% citation rate, an overall score of 11.0 and a consensus score of 1.6. Google AI Overview is its strongest engine (66.7% mention rate, 40.0 score) but cites the brand in none of three results. Google Search shows the inverse: 0% mentions yet a 66.7% citation rate. ChatGPT is the weakest engine, returning 0% mentions and 0% citations and a 0.0 score. Competitors outpace Q-nomy: Qminder scores 35.2, Wavetec 32.3, Waitwhile 31.3, Adobe 31.1 and Qmatic 30.7. Citation gaps are structural—no qnomy.com domain appears among cited domains, which are led by adobe.com (21 citations, 11.1% share), wavetec.com (15) and sas.com (13). Q-nomy appears in only two of three prompts, missing the how-to prompt entirely. The practical implication: the brand is occasionally surfaced but rarely sourced, so its content is not being drawn on as evidence.

Prompt search volumes in this report are AI estimates, not measured keyword data.

Scan evidence for Q-nomy

Visibility score
11.0
Mention rate
22.2%
Citation rate
22.2%
Engines
3
Prompts
3

Strongest engines

EngineScoreMentionsCitations
Google AI Overview 40.0 66.7% 0.0%
Google Search 21.2 0.0% 66.7%
ChatGPT 0.0 0.0% 0.0%

Visibility gaps

EngineScoreMentionsCitations
ChatGPT 0.0 0.0% 0.0%
Google Search 21.2 0.0% 66.7%
Google AI Overview 40.0 66.7% 0.0%

Competitive landscape

  1. Qminder qminder.com Score 35.2
  2. Wavetec wavetec.com Score 32.3
  3. Waitwhile waitwhile.com Score 31.3
  4. Adobe adobe.com Score 31.1
  5. Qmatic qmatic.com Score 30.7
  6. WaitWell waitwell.com Score 20.7
  7. Salesforce salesforce.com Score 18.3
  8. JRNI jrni.com Score 17.9

Most cited domains

  1. adobe.com 21 citations · 11.1%
  2. wavetec.com 15 citations · 7.9%
  3. sas.com 13 citations · 6.8%
  4. qmatic.com 11 citations · 5.8%
  5. qminder.com 10 citations · 5.3%
  6. verint.com 10 citations · 5.3%
  7. pega.com 10 citations · 5.3%
  8. waitwhile.com 9 citations · 4.7%

Prompt highlights

PromptEnginesBrand mentionsBrand citations
Compare top queue management systems with virtual queuing and appointment scheduling for banks and healthcare clinics 3 1 1
What are the best enterprise platforms for orchestrating customer journeys across both physical branches and digital channels? 3 1 1
How can hospitals and government offices reduce wait times using AI-powered walk-in and scheduled service flow management? 3 0 0
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A 2026 measurement study found nearly 30% of Google AI Overview cited domains did not appear in the co-displayed first page of organic results.

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18
AI engines and search sources tracked
2.5B+
ChatGPT prompts per day, confirmed by OpenAI
1.5B+
Monthly Google AI Overview users reported in 2025
~30%
AI Overview cited domains absent from first-page organic results

Sources: OpenAI-confirmed ChatGPT usage, Google AI Overview reach, 2026 AI Overview citation study.

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