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Geneo
AI Visibility Report
05/23/2026
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 15 brands referenced across AI platforms for this prompt
Motivd
4
1
Sentiment:
Score:95
Taskade
3
1
Sentiment:
Score:88
Autoflowly
3
1
Sentiment:
Score:88
4Replit
2
1
Sentiment:
Score:81
5Vibecode
2
1
Sentiment:
Score:81
Referenced Domains Analysis
All 22 domains referenced across AI platforms for this prompt
ChatGPT
Perplexity
Google AIO
#1youtube.com faviconyoutube.com
ChatGPT:
0
Perplexity:
1
Google AIO:
2
3
#2techradar.com favicontechradar.com
ChatGPT:
2
Perplexity:
0
Google AIO:
0
2
#3xda-developers.com faviconxda-developers.com
ChatGPT:
0
Perplexity:
1
Google AIO:
1
2
#4aistudio.google.com faviconaistudio.google.com
ChatGPT:
0
Perplexity:
1
Google AIO:
1
2
#5ibm.com faviconibm.com
ChatGPT:
0
Perplexity:
1
Google AIO:
0
1

AI Search Engine Responses

Compare how different AI search engines respond to this query

ChatGPT

3246 Characters

BRAND (15)

Lovable
Cursor
Replit
Windsurf
Bolt
v0
Taskade
Claude Code
Cline
Vibecode
Anything
Rourke
Roo Code
Motivd
Autoflowly

SUMMARY

ChatGPT takes an educational approach, defining vibe coding as an AI-driven software development paradigm coined by Andrej Karpathy in February 2025. It focuses on explaining the concept's origins and its democratizing potential, allowing non-developers to build applications through natural language descriptions. The response is more conceptual than platform-specific, providing historical and definitional context rather than a curated list of tools.

Perplexity

1404 Characters

BRAND (15)

Lovable
Cursor
Replit
Windsurf
Bolt
v0
Taskade
Claude Code
Cline
Vibecode
Anything
Rourke
Roo Code
Motivd
Autoflowly

SUMMARY

Perplexity delivers a structured, comparative breakdown of vibe coding platforms, segmenting them by user type: technical users (Cursor, Claude Code, Cline/Roo Code, Windsurf), non-technical builders (v0, Lovable, Bolt, Replit), and mobile-focused builders (Vibecode, Anything, Rourke). It also outlines what these platforms typically do and offers guidance on how to choose the right one, making it highly actionable for users at different skill levels.

Google AIO

1441 Characters

BRAND (15)

Lovable
Cursor
Replit
Windsurf
Bolt
v0
Taskade
Claude Code
Cline
Vibecode
Anything
Rourke
Roo Code
Motivd
Autoflowly

SUMMARY

Google AIO provides a comprehensive overview of vibe coding platforms, emphasizing AI-powered development environments that enable full application building through natural language. It highlights top platforms such as Replit AI, Lovable, and v0 by Vercel, with brief descriptions of each tool's strengths. The response is practical and recommendation-focused, catering to both beginners and non-technical founders looking for an all-in-one solution.

Strategic Insights & Recommendations

Dominant Brand

Lovable, Replit, and v0 by Vercel emerge as the most consistently recommended brands across platforms, appearing in both Google AIO and Perplexity responses with positive framing.

Platform Gap

ChatGPT focuses on conceptual and historical context with no specific platform recommendations, while Perplexity and Google AIO provide actionable, curated lists of tools — creating a significant gap in utility between the platforms.

Link Opportunity

ChatGPT's response includes 8 external links and references Wikipedia, presenting an opportunity for vibe coding platforms to optimize their Wikipedia presence and authoritative content to capture citations in AI-generated responses.

Key Takeaways for This Prompt

Perplexity is the most actionable platform for users seeking to compare vibe coding tools, as it segments recommendations by user type and skill level.

ChatGPT's response lacks brand-specific recommendations, suggesting that brands in this space have limited visibility in ChatGPT's knowledge base for this query.

Brands like Cursor and Windsurf, which target technical users, are underrepresented in Google AIO compared to beginner-friendly tools like Replit and Lovable.

The vibe coding space is highly competitive with no single dominant brand, indicating a significant opportunity for emerging platforms to establish authority through content and SEO strategies.

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