Comparison

AgentOps vs Arize Phoenix

No clear leader: AgentOps (48.8) and Arize Phoenix (48.0) are within the 5-point margin; treat as a tie. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Machine formatsJSONMarkdownGraphQLor send Accept: application/json
AgentOps49
Arize Phoenix48
Score
Vioscale score
AgentOps49 / 100medium · 55%
Arize Phoenix48 / 100low · 18%
Pricing
Free tier
AgentOps
Arize Phoenix
Model
AgentOpsfreemium
Arize Phoenixcommercial
Price level
AgentOpsmid
Arize Phoenix
Starting price
AgentOps$40
Arize Phoenix
Transparent
AgentOps
Arize Phoenix
Integrations
Count
AgentOps11
Arize Phoenix8
Security
Hipaa
AgentOps
Arize Phoenix
Soc2
AgentOps
Arize Phoenix
Adoption
Dependent repos
AgentOps
Arize Phoenix0
Github stars
AgentOps
Arize Phoenix11,203
Activity
Commits last 30d
AgentOps
Arize Phoenix100
Release
History
AgentOps
Arize Phoenix20 items
Language
Primary
AgentOps
Arize PhoenixPython
Market
Availability
Arize Phoenix

Capabilities

Feature-by-feature on the axes that matter for llm observability. “-” means undocumented, not absent.

Capabilities
Architecture model
AgentOpsManaged cloud saas
Arize PhoenixOpen source self hosted
Token cost and latency waterfall charts
AgentOps-
Arize Phoenix
Opentelemetry openllmetry native export support
AgentOps-
Arize Phoenix
Prompt playground and in dashboard replay
AgentOps
Arize Phoenix
Multi step agentic workflow distributed tracing
AgentOps
Arize Phoenix
User feedback score API for thumbs up down tags
AgentOps-
Arize Phoenix-
Pii redaction and prompt content masking
AgentOps-
Arize Phoenix-
Production ab testing of system prompts
AgentOps-
Arize Phoenix
Automated anomaly detection for rate limits
AgentOps-
Arize Phoenix-
Native integration with langchain and llamaindex
AgentOps
Arize Phoenix
SOC2 type ii
AgentOps-
Arize Phoenix-
Mit or apache permissive oss license
AgentOps
Arize Phoenix-
Pricing model
AgentOpsFree open source
Arize PhoenixFree open source

What each one is

The product in its own terms, so the numbers below have context.

AgentOps

A developer platform providing observability, debugging, and performance tracking for AI agents and language model applications across multiple frameworks and 400+ LLM providers.

Independently observed

Arize Phoenix

Phoenix provides OpenTelemetry-based instrumentation for LLM applications, AI-powered evaluation of model outputs and retrieval quality, and systematic prompt management with versioning. It supports both self-hosted and cloud deployment and integrates with major LLM frameworks and development tools.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

AgentOps

from $40/moHybridFree tier

Free tier for up to 5,000 events; Pro from $40/month

  • BasicFree
    • Agent Agnostic SDK
    • LLM Cost Tracking (400+ LLMs)
    • Replay Analytics
  • ProFrom $40/month
    • Unlimited event limit
    • Unlimited log retention
    • Session and event export
    • Dedicated Slack and email support
    • Role-based permissioning
  • EnterpriseContact sales
    • SLA
    • Slack Connect
    • Custom SSO
    • On-premise deployment
    • Custom data retention policy
    • +4 more
as of verify ↗

Arize Phoenix

Pricing not documented yet.

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
AgentOps
Arize Phoenix
CLI
AgentOps
Arize Phoenix
Deployment
Cloud / SaaS
AgentOps
Arize Phoenix
Self-hosted
AgentOps
Arize Phoenix
On-premise
AgentOps
Arize Phoenix

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (1)
  • LlamaIndex

AgentOps

11 total - 10 not shared
  • CrewAI
  • AG2 (AutoGen)
  • Agno
  • LangGraph
  • OpenAI Agents SDK
  • Langchain
  • Cohere
  • LiteLLM
  • Llama Stack
  • CamelAI
Independently observed

Arize Phoenix

8 total - 7 not shared
  • OpenAI
  • Anthropic
  • AWS Bedrock
  • Vertex AI
  • Claude Code
  • Cursor
  • OpenLLMetry
Independently observed

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.