HoneyHive vs Arize AX

HoneyHive8.8Visit Arize AX8.6Visit

Higher score HoneyHive #5 in AI Agent Observability Tools 8.8/10 Free plan Free plan✓ 1 of 3 features Visit HoneyHive

vs

Arize AX #7 in AI Agent Observability Tools 8.6/10 Free plan Free plan✓ 1 of 3 features Visit Arize AX

• HoneyHive fits best

  Teams focused on production agent quality

• Arize AX fits best

  Organizations wanting polished agent diagnostics

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Side by side

Feature	HoneyHive 8.8/10 Visit ↗	Arize AX 8.6/10 Visit ↗
At a glance
Editor score	8.8	8.6
Ranking	#5 in AI Agent Observability Tools	#7 in AI Agent Observability Tools
Best for	Teams focused on production agent quality	Organizations wanting polished agent diagnostics
Pricing model	Free plan + paid	Free plan + paid
Starting price	—	$50/mo
Free plan	✓	✓
Free trial	—	—
Deployment	Cloud, Self-hosted	Cloud, Self-hosted
Platforms	Web	Web
Support	Email, Community, Docs	Email, Community, Docs
Compliance	SOC 2, GDPR, HIPAA, SSO/SAML, 2FA	SOC 2, GDPR, HIPAA, SSO/SAML
Integrations	100+ integrations	18 integrations
Built for	Small business, Mid-market, Enterprise	Small business, Mid-market, Enterprise
Features HoneyHive 1/3 · Arize AX 1/3
Session replay	Not checked yet	Not checked yet
Prompt and tool tracing	Not checked yet	Not checked yet
Cost tracking	✓	✓
Specs
Trace retention	Not checked yet	Not checked yet
Deployment options	Not checked yet	Not checked yet
Agent framework support	Not checked yet	Not checked yet
Our review
Pros	Traces prompts, tools, retrieval steps, and agent handoffs Combines automated, human, and LLM-judge evaluations Supports prompt deployments, regression tracking, drift detection, and alerts	Traces agents, sessions, LLM calls, and applications Combines evaluations, experiments, prompts, and trajectory views Tracks RAG quality, token usage, and model costs
Cons	Enterprise capabilities use custom pricing SAML and custom SSO are limited to Enterprise Self-hosted, hybrid, and single-tenant options are Enterprise features	AX Free includes 15-day retention SaaS deployment is the only Free and Pro option Enterprise pricing is custom
Our verdict	HoneyHive is an AI observability and evaluation platform for developers, AI engineering teams, and enterprises operating LLM applications and agents. It records distributed traces across prompts, model calls, tools, retrieval steps, and… Read the review →	Arize AX is an AI engineering platform for teams building and operating AI agents and applications. It captures production traces, supports LLM, agent, session, human, and code-based evaluations, and helps teams compare prompts, models,… Read the review →

Strengths and trade-offs

• HoneyHive — where it wins

  • Traces prompts, tools, retrieval steps, and agent handoffs
  • Combines automated, human, and LLM-judge evaluations
  • Supports prompt deployments, regression tracking, drift detection, and alerts

  Where it doesn't

  • Enterprise capabilities use custom pricing
  • SAML and custom SSO are limited to Enterprise
  • Self-hosted, hybrid, and single-tenant options are Enterprise features

• Arize AX — where it wins

  • Traces agents, sessions, LLM calls, and applications
  • Combines evaluations, experiments, prompts, and trajectory views
  • Tracks RAG quality, token usage, and model costs

  Where it doesn't

  • AX Free includes 15-day retention
  • SaaS deployment is the only Free and Pro option
  • Enterprise pricing is custom

• HoneyHive8.8/10 · Free plan

  A broad observability and evaluation suite for teams improving production agent quality.

  Visit HoneyHiveFull verdict →
• Arize AX8.6/10 · Free plan

  Broad agent observability with free usage, paid growth, and enterprise deployment options.

  Visit Arize AXFull verdict →