Arize AI vs Mux

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

Mux leads in AI visibility (89 vs 67)
Arize AI logo

Arize AI

ChallengerDeveloper Tools

AI/ML Observability & Evaluation

Leading AI observability and evaluation platform. Founded 2020, Berkeley CA. $131M total funding. Open-source Phoenix has 2M+ monthly downloads. Private.

AI VisibilityBeta
Overall Score
B67
Category Rank
#1 of 1
AI Consensus
56%
Trend
up
Per Platform
ChatGPT
60
Perplexity
69
Gemini
65

About

Arize AI is an AI observability and evaluation platform founded in January 2020 by Jason Lopatecki (CEO) and Aparna Dhinakaran (CPO), headquartered in Berkeley, California. It provides tools for monitoring, troubleshooting, and improving AI models in production, covering both traditional ML and LLMs. Key products include the Arize platform and the open-source Phoenix library.

Full profile
Mux logo

Mux

LeaderDeveloper Tools

General

Mux is the video API platform powering Vimeo, Robinhood, CBS, and TED with streaming infrastructure and analytics, generating $46M revenue in 2024 and valued at $1B+.

AI VisibilityBeta
Overall Score
A89
Category Rank
#18 of 1158
AI Consensus
73%
Trend
stable
Per Platform
ChatGPT
97
Perplexity
92
Gemini
86

About

Mux is a video infrastructure company that provides APIs for developers to build streaming video experiences without managing the complex encoding, delivery, and analytics infrastructure that professional video requires. Founded in 2015 by Jon Dahl, Steve Heffernan, Matthew McClure, and Adam Brown—the team behind video.js, the most popular open-source HTML5 video player—Mux brought deep video expertise to the API-first approach that companies like Twilio and Stripe had proven for communications and payments.

Full profile

AI Visibility Head-to-Head

67
Overall Score
89
#1
Category Rank
#18
56
AI Consensus
73
up
Trend
stable
60
ChatGPT
97
69
Perplexity
92
65
Gemini
86
78
Claude
96
61
Grok
95

Key Details

Category
AI/ML Observability & Evaluation
General
Tier
Challenger
Leader
Entity Type
brand
brand

Capabilities & Ecosystem

Capabilities

Only Arize AI
AI/ML Observability & Evaluation

Integrations

Only Arize AI
Only Mux

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