AI-generated visibility summary

AI visibility summary for Runloop

Runloop’s AI visibility is limited and uneven. Its overall mention rate is 8.0% and citation rate is 4.0%, yielding a combined score of 5.5. The strongest engine is Google Search, with a mention rate of 20.0%, but a citation rate of 0.0%, indicating the brand appears in search results without being cited as a source. Bing Search and ChatGPT each show a 10.0% mention and 10.0% citation rate. Google AI Overview and Perplexity return no mentions or citations, scoring 0.0. Competitor pressure is intense: Blaxel and Modal lead with scores of 27.9 and 27.4, respectively, and both have citation rates above 20.0%. Runloop appears in only 1 of 10 prompts, specifically “alternatives to E2B for agent sandboxes,” where it is mentioned 3 times and cited once. In contrast, high-volume prompts like “enterprise AI agent infrastructure comparison” and “multi-agent orchestration platform for enterprise” yield zero Runloop mentions. A practical implication is that Runloop is absent from critical discovery and comparison queries, limiting its ability to influence enterprise buyers during initial research.

Scan evidence for Runloop

Visibility score
5.5
Mention rate
8.0%
Citation rate
4.0%
Engines
5
Prompts
10

Strongest engines

EngineScoreMentionsCitations
Google Search 12.0 20.0% 0.0%
Bing Search 7.1 10.0% 10.0%
ChatGPT 6.0 10.0% 10.0%
Google AI Overview 0.0 0.0% 0.0%
Perplexity 0.0 0.0% 0.0%

Visibility gaps

EngineScoreMentionsCitations
Perplexity 0.0 0.0% 0.0%
Google AI Overview 0.0 0.0% 0.0%
ChatGPT 6.0 10.0% 10.0%
Bing Search 7.1 10.0% 10.0%
Google Search 12.0 20.0% 0.0%

Competitive landscape

  1. Blaxel blaxel.ai Score 27.9
  2. Modal modal.com Score 27.4
  3. Northflank northflank.com Score 23.2
  4. Ibm ibm.com Score 19.4
  5. E2B e2b.dev Score 18.3
  6. Cloudflare cloudflare.com Score 10.8
  7. Salesforce salesforce.com Score 9.1
  8. Visa visa.com Score 8.2

Most cited domains

  1. reddit.com 136 citations · 7.8%
  2. amazon.com 73 citations · 4.2%
  3. microsoft.com 69 citations · 4.0%
  4. arxiv.org 63 citations · 3.6%
  5. openai.com 50 citations · 2.9%
  6. blaxel.ai 43 citations · 2.5%
  7. ibm.com 39 citations · 2.3%
  8. google.com 37 citations · 2.1%

Prompt highlights

PromptEnginesBrand mentionsBrand citations
alternatives to E2B for agent sandboxes 5 3 1
best secure sandbox for running AI agents in production 5 1 1
how to evaluate AI agent performance before deployment 5 0 0
enterprise AI agent infrastructure comparison 5 0 0
multi-agent orchestration platform for enterprise 5 0 0
code sandbox for AI agents with SOC 2 compliance 5 0 0
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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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16
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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