AI-generated visibility summary

AI visibility summary for Mentor Match

Mentor Match registers an overall AI visibility score of 3.9 across three providers and three prompts, with a mention rate of 11.1% and an identical citation rate of 11.1%. All of that visibility comes from Google Search, where the brand scores 23.2 on a 33.3% mention and citation rate. It is absent entirely from ChatGPT and Google AI Overview, both at 0.0. The brand appears in only one of the three tracked prompts and is cited in only one, and never both in the same prompt: it is mentioned but not cited in the IGCSE/IB recommendation prompt (estimated volume 880), cited but not mentioned in the curriculum-trained tutor discovery prompt (estimated 590), and absent from the CBSE/IB comparison prompt (estimated 720). Competitor pressure is severe. Tutor.com leads at 63.1 with a 100% mention rate and 102 mentions, followed by Wyzant (43.9), Vedantu (36.7), Preply (24.4) and Lanterna (21.6). Citation share is concentrated among non-brand domains: wyzant.com and lanterna.com each hold 11.7%, vedantu.com 9.2%, and gov.uk 5.0%. The practical implication is that Mentor Match's citation footprint is too thin and inconsistent to support sustained inclusion in AI-generated tutoring recommendations.

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

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Scan evidence for Mentor Match

Visibility score
3.9
Mention rate
11.1%
Citation rate
11.1%
Engines
3
Prompts
3

Strongest engines

EngineScoreMentionsCitations
Google Search 23.2 33.3% 33.3%
ChatGPT 0.0 0.0% 0.0%
Google AI Overview 0.0 0.0% 0.0%

Visibility gaps

EngineScoreMentionsCitations
Google AI Overview 0.0 0.0% 0.0%
ChatGPT 0.0 0.0% 0.0%
Google Search 23.2 33.3% 33.3%

Competitive landscape

  1. Tutor.com tutor.com Score 63.1
  2. Wyzant wyzant.com Score 43.9
  3. Vedantu vedantu.com Score 36.7
  4. Preply preply.com Score 24.4
  5. Lanterna lanterna.com Score 21.6
  6. Mathmakesmart mathmakesmart.com Score 16.4
  7. K12 k12.com Score 16.3
  8. Khan Academy khanacademy.org Score 9.6

Most cited domains

  1. wyzant.com 14 citations · 11.7%
  2. lanterna.com 14 citations · 11.7%
  3. vedantu.com 11 citations · 9.2%
  4. gov.uk 6 citations · 5.0%
  5. mathmakesmart.com 5 citations · 4.2%
  6. k12.com 5 citations · 4.2%
  7. cambridgeinternational.org 5 citations · 4.2%
  8. teacheron.com 4 citations · 3.3%

Prompt highlights

PromptEnginesBrand mentionsBrand citations
What are the best online 1:1 tutoring services for IGCSE and IB students that offer personalized sessions and progress tracking? 3 1 0
How can I find a curriculum-trained tutor for British or American curriculum math and science for my child? 3 0 1
Compare online tutoring platforms for CBSE and IB students: which ones offer free trial classes and flexible scheduling? 3 0 0
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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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