AI-generated visibility summary

AI visibility summary for CodingFleet

CodingFleet registers a 0.0% mention rate across three prompts and three engines, with an overall score of 3.3 and a consensus score of 1.6. Its only visibility comes from citations: an 11.1% citation rate, driven entirely by Google Search (33.3%), where its score reaches 15.0. ChatGPT and Google AI Overview both return 0.0% on mention and citation, making them the weakest engines and leaving two of three surfaces with no presence at all. Competitor pressure is severe. Github leads at a 100% mention rate and a 64.3 score, followed by Claude (77.8%, 53.4) and Cursor (77.8%, 50.0); even lower-ranked Replit, Tabnine, and Codeium each appear in 33.3% of answers. Citation share reinforces the gap: cursor.com holds 22.0% of cited domains, go.dev 13.0%, while codingfleet.com does not appear among cited domains. The citation pattern is inconsistent rather than absent—CodingFleet is cited once on the Python-to-Go how-to prompt but not mentioned, and is neither cited nor mentioned on the discovery and comparison prompts, where Github, Cursor, and Claude dominate. The practical implication is that CodingFleet's AI visibility currently rests on isolated citations without accompanying brand mentions, so citation presence and mention presence are not reinforcing each other across engines.

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

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Scan evidence for CodingFleet

Visibility score
3.3
Mention rate
0.0%
Citation rate
11.1%
Engines
3
Prompts
3

Strongest engines

EngineScoreMentionsCitations
Google Search 15.0 0.0% 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 15.0 0.0% 33.3%

Competitive landscape

  1. Github github.io Score 64.3
  2. Claude claude.com Score 53.4
  3. Cursor cursor.com Score 50.0
  4. Replit replit.com Score 23.4
  5. Tabnine tabnine.com Score 21.0
  6. Codeium codeium.com Score 21.0
  7. Go go.dev Score 14.1
  8. Qodo qodo.ai Score 7.5

Most cited domains

  1. cursor.com 22 citations · 22.0%
  2. go.dev 13 citations · 13.0%
  3. github.io 4 citations · 4.0%
  4. realpython.com 3 citations · 3.0%
  5. qodo.ai 3 citations · 3.0%
  6. digitalocean.com 3 citations · 3.0%
  7. datacamp.com 3 citations · 3.0%
  8. claude.com 3 citations · 3.0%

Prompt highlights

PromptEnginesBrand mentionsBrand citations
How can I automatically convert code from Python to Go and generate unit tests and documentation for an existing project? 3 0 1
What are the best AI coding tools in 2026 for generating, explaining, and debugging code across multiple languages? 3 0 0
Which AI coding assistant has a free desktop agent that can read my project, run tests, and edit files with approval, and how does it compare to Copilot and Cursor? 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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