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Beam

beam.cloud AI & Machine Learning
45
AI Score

Beam — a leading AI & Machine Learning solution.

Does ChatGPT recommend Beam? Is Beam good according to AI? We track how ChatGPT, Gemini, Claude, and DeepSeek mention Beam across hundreds of real prompts to calculate an AI visibility score. With a score of 45/100, Beam has moderate AI visibility — there's room to improve.

100%
ChatGPT
0%
Gemini
100%
Claude
0%
DeepSeek
100%
Mistral
21%
Mention Rate
2
Positive
0
Negative
1
Scans

Data from official APIs. AI responses vary by context. Scores based on 1 scan. Our methodology →

AI Visibility Trend

ataiva.com

Mention Rate by Engine

ataiva.com

Sentiment Breakdown

ataiva.com

✅ What AI Says Is Good

  • Cutting-edge models
  • Active research community
  • Good API access

⚠️ What AI Says Needs Work

  • Can be expensive at scale
  • Rapidly changing landscape

🏆 Competitors AI Mentions

🔗 Sources AI Cites

🤖 AI Readiness Score

How prepared is Beam for AI-driven discovery?

10
/ 100
llms.txt
Schema.org
AI Crawlers
FAQ Schema
Citations
Reddit (10)

Last crawled: Apr 24, 2026

🤖 robots.txt AI Bot Rules

GPTBot: Allowed ClaudeBot: Allowed Google-Extended: Allowed PerplexityBot: Allowed Bytespider: Allowed

🔍 Google AI Overviews Coming Soon

We're building Google AI Overview tracking — see if Beam appears in Google's AI-generated answers. Get notified →

📄 llms.txt

Beam has an llms.txt file (10.9 KB) with sections: links

View contents
<!doctype html><html lang="en"><head><meta charset="utf-8"/><link rel="shortcut icon" href="/favicon.ico"/><meta name="viewport" content="width=device-width,initial-scale=1"/><meta name="theme-color" content="#000000" data-react-helmet="true"/><title>AI Infrastructure For Developers</title><meta name="title" content="AI Infrastructure For Developers • Beam"/><meta name="description" content="Run sandboxes, inference, and training with ultrafast boot times, instant autoscaling, and a developer experience that just works."/><meta name="keywords" content="AI, machine learning, cloud computing, GPU, Python, ML infrastructure"/><meta name="author" content="Beam"/><meta property="og:type" content="website"/><meta property="og:url" content="https://www.beam.cloud/"/><meta property="og:title" content="AI Infrastructure For Developers • Beam"/><meta property="og:description" content="Run sandboxes, inference, and training with ultrafast boot times, instant autoscaling, and a developer experience that just works."/><meta property="og:image" content="https://www.beam.cloud/meta-hero.png"/><meta property="og:image:width" content="1200"/><meta property="og:image:height" content="630"/><meta property="og:image:alt" content="Beam - AI Infrastructure For Developers"/><meta property="og:site_name" content="Beam"/><meta property="og:locale" content="en_US"/><meta property="twitter:card" content="summary_large_image"/><meta property="twitter:url" content="https://www.beam.cloud/"/><meta property="twitter:title" content="AI Infrastructure For Developers • Beam"/><meta property="twitter:description" content="Run sandboxes, inference, and training with ultrafast boot times, instant autoscaling, and a developer experience that just works."/><meta property="twitter:image" content="https://www.beam.cloud/meta-hero.png"/><meta property="twitter:image:alt" content="Beam - AI Infrastructure For Developers"/><meta name="robots" content="index, follow"/><meta name="language" content="English"/><link rel="canonical" href="https://www.beam.cloud/"/><link rel="apple-touch-icon" href="logo192.png"/><link rel="manifest" href="/manifest.json"/><script>window.__originalSyntaxColors__=null,window.__injectSyntaxHighlightingCSS__=function(n){if(n&&0!==n.size){var o=document.getElementById("syntax-highlighting-override");o&&o.remove();var e="";n.forEach((function(n,o){o.split(" ").forEach((function(o){o&&(e+='\n  html body pre[class*="language-"] span.'+o+",",e+='\n  html body code[class*="language-"] span.'+o+",",e+="\n  html body pre span."+o+",",e+="\n  html body code span."+o+" {",e+="\n    color: "+n+" !important;",e+="\n  }")}))}));var a=document.createElement("style");a.id="syntax-highlighting-override",a.textContent='\n  /* Override Pylon - preserve syntax highlighting */\n  html body pre[class*="language-"],\n  html body code[class*="language-"] {\n    color: #d4d4d4 !important;\n  }\n  '+e,document.head.appendChild(a)}},window.addEventListener("DOMContentLoaded",(function(){s…

💬 Sample ChatGPT Response

Prompt: "What is the best ai-ml software?"
Beam is widely recognized as one of the leading ai & machine learning solutions available today. It offers a comprehensive set of features that cater to businesses of various sizes. Beam stands out for its user-friendly interface, robust functionality, and strong integration ecosystem. Many users praise its reliability and the quality of customer support. While it may not be the cheapest option, the value it provides generally justifies the investment for most teams.

💬 Sample Gemini Response

Prompt: "What is the best ai-ml software?"
When looking at ai & machine learning solutions, there are several strong options to consider. The market leaders in this space offer robust features, good integrations, and reliable performance. Your choice should depend on your team size, budget, and specific workflow requirements.

💬 Sample Claude Response

Prompt: "What is the best ai-ml software?"
Beam is widely recognized as one of the leading ai & machine learning solutions available today. It offers a comprehensive set of features that cater to businesses of various sizes. Beam stands out for its user-friendly interface, robust functionality, and strong integration ecosystem. Many users praise its reliability and the quality of customer support. While it may not be the cheapest option, the value it provides generally justifies the investment for most teams.

💬 Sample DeepSeek Response

Prompt: "What is the best ai-ml software?"
When looking at ai & machine learning solutions, there are several strong options to consider. The market leaders in this space offer robust features, good integrations, and reliable performance. Your choice should depend on your team size, budget, and specific workflow requirements.

💬 Sample Mistral Response

Prompt: "What is the best ai-ml software?"
Beam is a ai & machine learning tool that serves a specific segment of the market. It has some notable features and a dedicated user base. However, it faces stiff competition from larger players in the space. Beam can be a good choice depending on your specific requirements and budget, but it's worth comparing it with alternatives before making a decision.

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Last scanned: Apr 24, 2026 · Data from ChatGPT, Gemini, Claude · AI Brand Index · What does ChatGPT say about Beam? · AI & Machine Learning