Independent AEO Audit

kdcube.tech AI Visibility Report — 20% Score

A snapshot of how often major AI assistants mention kdcube.tech when answering buyer questions, plus a breakdown of the entity signals that drive those mentions.

Last audited August 4, 2026 · Powered by Rank Monster
Overall AI Visibility
20%
Per-engine breakdown
Claude
20%
ChatGPT
20%
Gemini
20%
Perplexity
20%
Google AI Overview
0%
Grok
20%
Test Methodology

5 search queries tested across 6 AI engines (25 total queries) on August 4, 2026.

ClaudeChatGPTGeminiPerplexityGoogle AI OverviewGrok
Entity & Indexing Presence
The 8 highest-leverage AEO signals. Each measures whether kdcube.tech is known to a platform LLMs train from or cite.
20/100
  • GoogleGoogle not checked
  • BingNot found on Bing
  • Brave SearchBrave Search not checked
  • WikipediaNot found on Wikipedia
  • WikidataNot found on Wikidata
  • Wayback MachineIndexed on Wayback Machine
  • IndexNowNot found on IndexNow
  • Google Knowledge GraphGoogle Knowledge Graph not checked
Tracked Competitors
Brands kdcube.tech is benchmarked against in the Rank Monster dashboard.
ReplitFly.ioLangChainopenhandsTrinityAgno Agent OSLetta Server
Tested Searches
5 prompts tested — 1 mentioned at least once.
Best self-hosted AI agent runtime for compliance?
awareness·
ChatGPTPerplexityClaudeGrokGemini
Which platforms let us deploy agents without cloud vendors?
awareness·
ClaudeChatGPTPerplexityGeminiGrok
kdcube.tech vs Fly.io for hosting AI applications?
awareness·
GrokChatGPTGeminiPerplexityClaude
What should we evaluate in agent runtime platforms?
awareness·
PerplexityClaudeChatGPTGrokGemini
Multi-tenant AI agent hosting with spend controls?
awareness·
PerplexityGeminiClaudeChatGPTGrok
Proof of Citation
Grok

kdcube.tech vs Fly.io for hosting AI applications?

**KDCube.tech** is an open-source (MIT), self-hosted runtime and framework specifically designed for AI agents and multi-user applications. It provides built-in support for chat/streaming interfaces, user/tenant isolation, spend controls, governed to...

ChatGPT

kdcube.tech vs Fly.io for hosting AI applications?

When comparing KDCube.tech and Fly.io for hosting AI applications, it's important to consider various factors such as ease of use, scalability, pricing, performance, and specific features that cater to the needs of AI workloads. Below is a brief over...

Gemini

kdcube.tech vs Fly.io for hosting AI applications?

When choosing between kdcube.tech and Fly.io for hosting AI applications

Perplexity

kdcube.tech vs Fly.io for hosting AI applications?

For **hosting AI applications**, the choice is mostly between **KDCube’s AI-native runtime** and **Fly.io’s general-purpose secure compute platform**. If you want to package and run *multiple small AI apps/agents with built-in AI workflows*, KDCube i...

Claude

kdcube.tech vs Fly.io for hosting AI applications?

# kdcube.tech vs Fly.io for AI Applications ## Fly.io **Strengths:** - **Proven, mature platform** with strong community backing - **Global edge deployment** (runs containers worldwide automatically) - **Good for inference**: Light to moderate AI w...

Target Audience
Who kdcube.tech serves — context for the search queries tested.
Company Size
smb
Decision Makers
Enterprise CTOs and infrastructure leadersProduct managers building AI-powered featuresSaaS founders integrating AI agentsDevOps and platform engineering teamsAI/ML engineers deploying agent applicationsCompliance and security officers requiring self-hosted solutions

kdcube.tech AI Visibility Analysis

Answer Engine Optimization (AEO) measures how often AI assistants cite your brand when answering real buyer questions. Unlike SEO, AEO isn't about ranking on a blue link — it's about being the answer.

A 20% score means, on average, kdcube.tech was mentioned in 20 out of every 100 relevant AI responses we tested. The industry benchmark for a well-optimized brand is 60% and up. Most brands score below 20% on their first audit.

The entity-presence checks above drive most of this score. LLMs are trained on — and cite from — Wikipedia, Wikidata, Bing, Brave, and the Google Knowledge Graph at disproportionate rates. Missing from one of those? You're likely missing from the answer.

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