AI-generated visibility summary

AI visibility summary for CodingFleet

CodingFleet holds a moderate AI visibility position with an overall score of 38.0, driven by a 32.0% mention rate and a 52.7% citation rate across 150 responses. Its strongest engine is Perplexity, where it achieves a 53.3% mention rate and an 86.7% citation rate, yielding a score of 67.3. Claude also performs well with a 66.7% mention rate and a 66.7% citation rate. In contrast, ChatGPT is the weakest engine, with a 0.0% mention rate and only a 20.0% citation rate, resulting in a score of 8.1. Competitor CodeConvert leads the comparison with a score of 42.0, surpassing CodingFleet in mention rate (35.3%) and consensus score (45.5). CodingFleet faces citation gaps on several engines: Gemini and Google AI Overview both have 0.0% citation rates despite 40.0% mention rates, indicating the brand is named but not linked as a source. A practical implication is that CodingFleet should prioritize securing citations on high-volume engines like ChatGPT and Gemini to convert mentions into verifiable references, thereby improving its overall credibility and competitive standing against CodeConvert.

Scan evidence for CodingFleet

Visibility score
38.0
Mention rate
32.0%
Citation rate
52.7%
Engines
10
Prompts
15

Strongest engines

EngineScoreMentionsCitations
Perplexity 67.3 53.3% 86.7%
Claude 66.7 66.7% 66.7%
Tavily 57.1 33.3% 86.7%
Google AI Mode 46.7 46.7% 46.7%
Bing Search 44.7 0.0% 100.0%

Visibility gaps

EngineScoreMentionsCitations
ChatGPT 7.6 0.0% 20.0%
Google AI Overview 24.0 40.0% 0.0%
Gemini 24.0 40.0% 0.0%
Gemini · Paid 36.7 40.0% 33.3%
Google Search 38.6 0.0% 86.7%

Competitive landscape

  1. CodeConvert codeconvert.ai Score 41.9
  2. CodingFleet brand codingfleet.com Score 38.0
  3. GitHub Copilot github.com Score 13.2
  4. Arduino arduino.cc Score 12.2
  5. Workik workik.com Score 11.8
  6. Claude Code claude.ai Score 8.0
  7. Freecodeformat freecodeformat.com Score 5.3
  8. Cursor cursor.so Score 5.2

Most cited domains

  1. codingfleet.com 91 citations · 16.4%
  2. codeconvert.ai 87 citations · 15.7%
  3. arduino.cc 31 citations · 5.6%
  4. github.com 25 citations · 4.5%
  5. workik.com 24 citations · 4.3%
  6. syntha.ai 11 citations · 2.0%
  7. musely.ai 10 citations · 1.8%
  8. duinocodegenerator.com 9 citations · 1.6%

Prompt highlights

PromptEnginesBrand mentionsBrand citations
converting code to lua 10 7 7
typescript to html converters 10 6 7
converting code to python 10 6 6
arduino code generator 10 4 8
powershell code generator 10 5 6
converting code to java 10 4 6
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AI citations are not the same as SEO rankings

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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