Mabl vs Windsurf

Side-by-side comparison of AI visibility scores, market position, and capabilities

Windsurf leads in AI visibility (90 vs 58)
Mabl logo

Mabl

ChallengerDeveloper Tools

Test Automation

AI-native test automation platform. Founded 2017, Boston. ~$17.9M revenue (2024). $77M total funding. GenAI testing features seeing 700% usage growth. Private.

AI VisibilityBeta
Overall Score
C58
Category Rank
#70 of 350
AI Consensus
88%
Trend
stable
Per Platform
ChatGPT
56
Perplexity
57
Gemini
55

About

Mabl is an AI-native test automation platform founded in 2017 by Dan Belcher and Izzy Azeri, both former engineers who co-founded Stackdriver (acquired by Google in 2014). Headquartered in Boston, mabl provides intelligent end-to-end testing integrating directly into CI/CD pipelines. Products include low-code test creation, auto-healing tests, API testing, accessibility testing, and GenAI-powered test generation.

Full profile
Windsurf logo

Windsurf

ChallengerDeveloper Tools

Agentic IDE

Codeium's agentic IDE; 2nd most-discussed AI coding tool after Cursor. $1.25B valuation; Cascade agentic framework enables autonomous multi-file editing. Positioned as cost-competitive alternative to Cursor with comparable capabilities.

AI VisibilityBeta
Overall Score
A90
Category Rank
#8 of 350
AI Consensus
82%
Trend
stable
Per Platform
ChatGPT
88
Perplexity
84
Gemini
92

About

Windsurf is an AI-native code editor developed by Codeium, designed to bring agentic AI directly into the software development workflow. Launched in late 2024, Windsurf introduced the 'Cascade' agentic framework — enabling the AI to autonomously read, write, and execute code across multiple files simultaneously, rather than merely suggesting single-line completions. The product became the second-most-discussed AI coding tool after Cursor, recognized for its aggressive pricing and deep IDE integration.

Full profile

AI Visibility Head-to-Head

58
Overall Score
90
#70
Category Rank
#8
88
AI Consensus
82
stable
Trend
stable
56
ChatGPT
88
57
Perplexity
84
55
Gemini
92
52
Claude
89
55
Grok
88

Key Details

Category
Test Automation
Agentic IDE
Tier
Challenger
Challenger
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Mabl
Test Automation
Only Windsurf
Agentic IDE

Integrations

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