AI-generated visibility summary

AI visibility summary for IdeaProof

IdeaProof holds a moderate AI visibility position with an overall score of 47.9, leading competitors ValidatorAI (35.5) and Preuve (33.0). Its strongest engine is Google AI Overview, where it achieves a 60.0 score with a 60% mention rate and 60% citation rate. Google Search and Perplexity also perform well, with scores of 59.7 and 58.5 respectively. The weakest engine is ChatGPT, scoring only 10.0 with a 10% mention rate and 10% citation rate, indicating near-total invisibility in that channel. Bing Search also underperforms at 39.0. Competitor pressure is most acute from ValidatorAI, which matches or exceeds IdeaProof’s mentions on high-volume prompts like "best AI startup validator for market analysis and business plan" (5 mentions vs. 4) and "AI tool to validate my startup idea and get market size" (4 mentions vs. 3). Citation gaps are evident: while IdeaProof’s overall citation rate is 56%, its own domain accounts for only 61 of 1,488 total citations across all cited domains, with Reddit dominating at 135 citations. A practical implication is that IdeaProof must urgently improve its ChatGPT and Bing visibility to avoid losing share in discovery and recommendation queries where ValidatorAI is already competitive.

Scan evidence for IdeaProof

Visibility score
47.9
Mention rate
40.0%
Citation rate
56.0%
Engines
5
Prompts
10

Strongest engines

EngineScoreMentionsCitations
Google AI Overview 60.0 60.0% 60.0%
Google Search 59.7 50.0% 90.0%
Perplexity 58.5 50.0% 70.0%
Bing Search 39.0 30.0% 50.0%
ChatGPT 10.0 10.0% 10.0%

Visibility gaps

EngineScoreMentionsCitations
ChatGPT 10.0 10.0% 10.0%
Bing Search 39.0 30.0% 50.0%
Perplexity 58.5 50.0% 70.0%
Google Search 59.7 50.0% 90.0%
Google AI Overview 60.0 60.0% 60.0%

Competitive landscape

  1. IdeaProof brand ideaproof.io Score 47.9
  2. ValidatorAI validatorai.com Score 35.5
  3. Preuve preuve.ai Score 33.0
  4. Dimeadozen dimeadozen.ai Score 16.1
  5. Foundra foundra.ai Score 8.8
  6. Upmetrics upmetrics.co Score 8.6
  7. ValidateStrategy validatestrategy.com Score 6.3
  8. Startup Ignition startupignition.com Score 6.2

Most cited domains

  1. reddit.com 135 citations · 9.1%
  2. ideaproof.io 61 citations · 4.1%
  3. youtube.com 39 citations · 2.6%
  4. preuve.ai 36 citations · 2.4%
  5. arxiv.org 35 citations · 2.4%
  6. wikipedia.org 28 citations · 1.9%
  7. validatorai.com 24 citations · 1.6%
  8. bing.com 21 citations · 1.4%

Prompt highlights

PromptEnginesBrand mentionsBrand citations
compare AI startup validation tools for entrepreneurs 5 5 5
best AI startup validator for market analysis and business plan 5 4 4
AI tool to validate my startup idea and get market size 5 3 4
free startup idea validator with market intelligence 5 3 4
competitor SWOT analysis for startup idea 5 2 4
AI tool that generates investor-ready business plan with financial projections 5 1 3
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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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