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Geneo
AI Visibility Report
02/06/2026
Live Analysis:
ChatGPT_

AI Visibility Report for
vibecodingplatform

Are you in the answers when your customers ask AI?

Enter your prompt and find out which brands dominate AI search results.

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Brand Performance Across AI Platforms
All 20 brands referenced across AI platforms for this prompt
VibeStack
4
1
Sentiment:
Score:95
Replit
3
1
Sentiment:
Score:88
VibeCoding.ad
3
1
Sentiment:
Score:88
4Cursor
4
0
Sentiment:
Score:86
5Google
1
3
Sentiment:
Score:81
Referenced Domains Analysis
All 21 domains referenced across AI platforms for this prompt
ChatGPT
Perplexity
Google AIO
#1youtube.com faviconyoutube.com
ChatGPT:
0
Perplexity:
1
Google AIO:
4
5
#2uxplanet.org faviconuxplanet.org
ChatGPT:
0
Perplexity:
1
Google AIO:
1
2
#3dreamhost.com favicondreamhost.com
ChatGPT:
0
Perplexity:
1
Google AIO:
1
2
#4techradar.com favicontechradar.com
ChatGPT:
2
Perplexity:
0
Google AIO:
0
2
#5cloud.google.com faviconcloud.google.com
ChatGPT:
0
Perplexity:
1
Google AIO:
1
2

AI Search Engine Responses

Compare how different AI search engines respond to this query

ChatGPT

2876 Characters

BRAND (20)

Lovable
Cursor
Google
ChatGPT
AI Studio
Replit
Firebase
Windsurf
Bolt
v0
Gemini Code Assist
Vibe Coding Academy
Claude Code
VibeSDK
VSCode
VibeCoding.ad
Vibecode
Rourke
VibeStack
Kilo Code

SUMMARY

ChatGPT provides an educational overview of vibe coding as an AI-assisted development practice, explaining the concept introduced by Andrej Karpathy and highlighting VibeStack as a key platform. The response focuses on the theoretical foundation and mentions various stages of product development through multi-agent AI coordination.

Perplexity

2090 Characters

BRAND (20)

Lovable
Cursor
Google
ChatGPT
AI Studio
Replit
Firebase
Windsurf
Bolt
v0
Gemini Code Assist
Vibe Coding Academy
Claude Code
VibeSDK
VSCode
VibeCoding.ad
Vibecode
Rourke
VibeStack
Kilo Code

SUMMARY

Perplexity delivers a technical deep-dive into a specific Vibe Coding Platform built with Next.js, AI SDK, and GPT-5. It emphasizes the technical architecture, real-time streaming capabilities, sandboxed environments, and deployment features on Vercel, providing detailed implementation specifics.

Google AIO

1873 Characters

BRAND (20)

Lovable
Cursor
Google
ChatGPT
AI Studio
Replit
Firebase
Windsurf
Bolt
v0
Gemini Code Assist
Vibe Coding Academy
Claude Code
VibeSDK
VSCode
VibeCoding.ad
Vibecode
Rourke
VibeStack
Kilo Code

SUMMARY

Google AIO offers a comprehensive market overview of vibe coding platforms, listing multiple tools like Replit, Lovable, and Cursor. It includes practical resources like tutorial videos and covers the broader ecosystem of AI-driven development environments with natural language capabilities.

Strategic Insights & Recommendations

Dominant Brand

VibeStack appears most prominently in ChatGPT's response, while Google AIO emphasizes Replit, Lovable, and Cursor as key market players.

Platform Gap

ChatGPT focuses on conceptual education, Perplexity provides technical implementation details, while Google AIO offers market-wide platform comparisons.

Link Opportunity

There's significant opportunity for platforms to be featured across all three AI responses, as each emphasizes different aspects of the vibe coding ecosystem.

Key Takeaways for This Prompt

Vibe coding represents a shift toward natural language programming interfaces across all platforms.

Different AI platforms emphasize distinct aspects: theory, technical implementation, and market overview.

Real-time AI assistance and sandboxed environments are key technical features highlighted.

The market includes both established players like Replit and emerging platforms like VibeStack.

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