Coze vs SmartBear

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

SmartBear leads in AI visibility (86 vs 65)
Coze logo

Coze

ChallengerDeveloper Tools

No-Code AI Agent Builder

ByteDance's no-code AI agent builder platform. Coze 2.0 (Jan 2026) with Skills Marketplace. Open-sourced Coze Studio and Loop (Jul 2025). Multi-channel bot deployment.

AI VisibilityBeta
Overall Score
B65
Category Rank
#1 of 1
AI Consensus
80%
Trend
up
Per Platform
ChatGPT
66
Perplexity
68
Gemini
62

About

Coze is ByteDance's no-code AI agent builder platform, launched to give developers, businesses, and non-technical users the ability to create, deploy, and monetize AI agents without writing code. Built on ByteDance's AI infrastructure and integrating with leading LLMs, Coze was designed to democratize agent creation by abstracting away the complexity of prompt engineering, API integration, and deployment across multiple channels — from websites to messaging apps to enterprise tools.\n\nCoze 2.0, released in January 2026, introduced a Skills Marketplace where developers can publish and monetize reusable agent capabilities, creating a platform ecosystem comparable to app stores for AI functionality. The platform supports multi-channel agent deployment across web, mobile, and third-party messaging platforms. In July 2025, ByteDance open-sourced Coze Studio and Coze Loop, its agent development environment and evaluation framework, signaling a commitment to developer community building alongside its commercial platform.\n\nCoze benefits from ByteDance's global distribution infrastructure and AI research capabilities, giving it a unique competitive position against standalone agent builders like Voiceflow and Botpress. By open-sourcing its core development tools while maintaining a commercial platform for deployment and monetization, Coze is pursuing a developer-led growth strategy modeled on successful open-source-to-enterprise playbooks. The platform's integration with ByteDance's broader product ecosystem — including TikTok and Lark — provides distribution channels unavailable to independent competitors.

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SmartBear logo

SmartBear

LeaderSoftware Testing

API Testing & Quality Tools Suite

SmartBear is a software quality company offering a suite of API testing, visual testing, performance testing, and test management tools used by enterprise development teams.

AI VisibilityBeta
Overall Score
A86
Category Rank
#1 of 1
AI Consensus
57%
Trend
up
Per Platform
ChatGPT
89
Perplexity
95
Gemini
93

About

SmartBear is a software quality tooling company headquartered in Somerville, Massachusetts that provides a broad portfolio of products spanning API design and testing, visual testing, performance testing, and test management — serving development and QA teams across the full software quality lifecycle with purpose-built tools for each testing discipline rather than a single consolidated platform. SmartBear's most widely known product, ReadyAPI (formerly SoapUI), is an industry-standard API testing tool used by QA engineers and developers to validate REST, SOAP, and GraphQL API behavior through functional test automation, security scanning, and load testing. SwaggerHub, SmartBear's API design and documentation platform, is another flagship product with broad enterprise adoption in the API governance and design-first development workflow market.

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AI Visibility Head-to-Head

65
Overall Score
86
#1
Category Rank
#1
80
AI Consensus
57
up
Trend
up
66
ChatGPT
89
68
Perplexity
95
62
Gemini
93
68
Claude
92
61
Grok
77

Key Details

Category
No-Code AI Agent Builder
API Testing & Quality Tools Suite
Tier
Challenger
Leader
Entity Type
product
brand

Capabilities & Ecosystem

Capabilities

Only Coze
No-Code AI Agent Builder
Only SmartBear
API Testing & Quality Tools Suite

Integrations

Only SmartBear
Coze is classified as product.

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