Arize Ai vs Honeyhive

Detailed comparison across 10 dimensions

Winner: Honeyhive

HoneyHive clearly comes out ahead of Arize AI on Staquest's weighted six-dimension score. Both offer a free tier. Arize AI's paid plans start at $50/mo.

Quick Overview

Overview	Arize AISpecialized observability for machine learning and LLM applications.	HoneyHiveAI observability and evaluation for reliable agents.
Type	ai tool	ai tool
Company	Arize AI	HoneyHive
Free Tier
Has API
Open Source
Learning Curve	-	-
Integration	-	-
Trending	Stable	Stable
GitHub Stars	-	-
Industries	DevelopmentEducation & EdTechAI & Machine LearningSaaS & Cloud	DevelopmentMarketingSaaS & Cloud
Categories	observability-apm	ai-chatbotai-agents-frameworks
Website	Visit	Visit

Dimension Scores

Winners by Dimension

Overall Winner

Honeyhive

Arize Ai: 5.2Honeyhive: 5.7(+5.1 pts)

Pricing Value

Honeyhive15% weight

Arize Ai

1.0

Honeyhive

8.0

Features

Tie15% weight

Arize Ai

3.0

Honeyhive

3.0

Free Tier

Arize Ai10% weight

Arize Ai

8.5

Honeyhive

7.0

Ease of Use

Tie10% weight

Arize Ai

5.0

Honeyhive

5.0

Scalability

Arize Ai10% weight

Arize Ai

10.0

Honeyhive

8.6

Integrations

Tie10% weight

Arize Ai

8.0

Honeyhive

8.0

API Quality

Tie10% weight

Arize Ai

6.0

Honeyhive

6.0

Momentum

Tie10% weight

Arize Ai

3.0

Honeyhive

3.0

Community

Tie5% weight

Arize Ai

3.0

Honeyhive

3.0

Open Source

Arize Ai5% weight

Arize Ai

7.0

Honeyhive

2.0

Pricing Comparison

Arize AI

Phoenix

Free

View pricing

open source

Trace spans: User managed
Ingestion volume: User managed
Projects: User managed
Retention: User managed
Support add-on: Dedicated support

AX Free

Free

View pricing

freemium

Alyx (Arize agent)
Online evals
Product observability (monitors & custom metrics)
Community support

AX Pro

$50/mo

View pricing

flat

Everything in AX Free
Higher rate limits
Longer retention
Email support

AX Enterprise

Contact sales

View pricing

custom

Everything in AX Pro
Dedicated support
Uptime SLA
SOC2 reports and HIPAA
Training sessions

HoneyHive

Free

View pricing

freemium

Powerful capabilities for scaling teams
Access to core platform features for individual developers

Enterprise

Contact sales

View pricing

custom

Higher usage limits
Dedicated support
Enterprise-grade hosting options
Self-hosting

Feature Comparison

Feature	arize-ai	honeyhive
Dedicated Support
Alyx (Arize Agent)
Access To Core Platform Features For Individual Developers
Community Support
Enterprise-Grade Hosting Options
Email Support
Higher Usage Limits
Everything In Ax Free
Powerful Capabilities For Scaling Teams
Everything In Ax Pro
Self-Hosting
Higher Rate Limits
Ingestion Volume: User Managed
Longer Retention
Online Evals
Product Observability (Monitors & Custom Metrics)
Projects: User Managed
Retention: User Managed
Soc2 Reports And Hipaa
Support Add-On: Dedicated Support
Trace Spans: User Managed
Training Sessions
Uptime Sla

Showing 23 of 23 features

Dashes mean the feature isn't listed in our data. The tool may still support it.

Frequently asked questions

Is Arize AI or HoneyHive better?

On Staquest's weighted six-dimension scoring, HoneyHive comes out ahead overall, though Arize AI can be the better fit depending on your priorities — see the dimension-by-dimension breakdown above.

Does Arize AI or HoneyHive have a free tier?

Both Arize AI and HoneyHive offer a free tier.

Which is better for pricing value, Arize AI or HoneyHive?

HoneyHive scores higher on pricing value in Staquest's analysis. It is the highest-weighted dimension in this comparison.

What are the main differences between Arize AI and HoneyHive?

Arize AI is open source. The feature comparison and dimension scores above cover the full breakdown.

View Arize Ai View Honeyhive