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AgentOps vs Phoenix
Side-by-side comparison of features, pricing, and ratings
Pricing
Freemium
Freemium
Plans
$0 per month
Starting at $40 per month, pay as you go
Custom pricing, contact for demo
$0/mo (open-source)
$0/mo (managed cloud)
Custom
Popularity
3.1k views
7.0k views
Skill Level
Intermediate
Intermediate
API Available
Platforms
WebAPICLI
WebAPICLI
Categories
💻 Code & Development🤖 Automation & Agents⚡ Productivity
💻 Code & Development📊 Data & Analytics
Features
Visual event tracking for LLM calls, tools, and multi-agent interactions
Time travel debugging with point-in-time replay
Full audit trail of logs, errors, and prompt injection
LLM cost tracking across 400+ models
Token count tracking and monitoring
Fine-tune LLMs up to 25x cheaper on saved completions
Session and event export (Pro)
Role-based permissioning (Pro)
Custom SSO (Enterprise)
On-premise deployment (Enterprise)
Custom data retention policy (Enterprise)
Trace every agent step: prompts, retrievals, tool calls, outputs
Evaluate outputs using LLM-as-judge for relevance, toxicity, quality
Create datasets from traces for experimentation
Run experiments to test changes with benchmark comparisons
Use Prompt IDE for prompt optimization
Self-host Phoenix to keep traces in your environment
Supports any model, framework, or language
Native OpenTelemetry integration
Open source (ELv2 license) with 9k+ GitHub stars
Deploy locally, via Docker, Kubernetes, or cloud
Free cloud instances available
Visualize LLM decision-making and debug failures
Integrations
OpenAI
CrewAI
Autogen
Slack
LlamaIndex
NVIDIA NeMo Agent Toolkit
OpenTelemetry