AI-generated visibility summary

AI visibility summary for SpeedOil

SpeedOil exhibits a complete absence of AI visibility across all five engines tested (Bing Search, ChatGPT, Google AI Overview, Google Search, and Perplexity), with a mention rate and citation rate of 0.0% and an overall score of 0.0. No engine performed better or worse than another; all returned zero mentions or citations for the brand across five prompts. Competitor pressure is severe. Non-brand entities such as Psu (score 20.9), Researchgate (19.4), and Mdpi (18.0) dominate AI-generated answers, while domain-level citation data shows Sciencedirect (30 citations), EPA.gov (29), and Researchgate (22) as the most frequently cited sources. SpeedOil is absent from all five prompt-specific results, including high-volume queries like "best soybean oil adjuvant for biological pesticides in Brazil" (1,500 monthly searches) where competitors like CHS Agronomy and Corteva Agriscience receive citations. A practical implication: SpeedOil's zero-citation gap means it is invisible to AI-driven recommendation and discovery queries, likely losing potential customer inquiries to cited competitors in every relevant search context.

Scan evidence for SpeedOil

Visibility score
0.0
Mention rate
0.0%
Citation rate
0.0%
Engines
5
Prompts
5

Strongest engines

EngineScoreMentionsCitations
Bing Search 0.0 0.0% 0.0%
ChatGPT 0.0 0.0% 0.0%
Google AI Overview 0.0 0.0% 0.0%
Google Search 0.0 0.0% 0.0%
Perplexity 0.0 0.0% 0.0%

Visibility gaps

EngineScoreMentionsCitations
Perplexity 0.0 0.0% 0.0%
Google Search 0.0 0.0% 0.0%
Google AI Overview 0.0 0.0% 0.0%
ChatGPT 0.0 0.0% 0.0%
Bing Search 0.0 0.0% 0.0%

Competitive landscape

  1. Psu psu.edu Score 20.9
  2. Mdpi mdpi.com Score 18.0
  3. Wisc wisc.edu Score 17.8
  4. CHS Agronomy chsagronomy.com Score 16.4
  5. Gov gov.br Score 14.5
  6. Purdue purdue.edu Score 12.7
  7. Epa epa.gov Score 12.5
  8. Ncsu ncsu.edu Score 12.1

Most cited domains

  1. epa.gov 29 citations · 8.4%
  2. mdpi.com 18 citations · 5.2%
  3. gov.br 16 citations · 4.6%
  4. psu.edu 15 citations · 4.3%
  5. purdue.edu 13 citations · 3.8%
  6. wisc.edu 12 citations · 3.5%
  7. embrapa.br 11 citations · 3.2%
  8. chsagronomy.com 9 citations · 2.6%

Prompt highlights

PromptEnginesBrand mentionsBrand citations
best soybean oil adjuvant for biological pesticides in Brazil 5 0 0
adjuvant that improves adhesion and penetration in foliar spraying 5 0 0
how to reduce spray drift in banana plantations 5 0 0
alternatives to petroleum-based adjuvants for organic farming 5 0 0
soybean oil vs mineral oil adjuvant for mango crops 5 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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