[::] Agentic Stacks

AgentOps vs Galileo

Pick two tools from the same category to compare side-by-side.

AgentOps
Python SDK and hosted platform for monitoring, debugging, and cost-tracking AI agents.
Galileo
LLM and agent evaluation and observability platform for testing, monitoring, and guardrailing GenAI apps.
Category observabilityobservability
Vendor type hybridcommercial
Pricing freemiumfreemium
Strengths
  • + Session replays and execution graphs purpose-built for agent debugging
  • + Broad agent-framework integrations (CrewAI, AG2, OpenAI Agents SDK, LangChain)
  • + LLM cost tracking across foundation model providers
  • + MIT-licensed SDK with low-code decorator instrumentation
  • + Combines evaluation, observability, and real-time guardrails in one platform
  • + Free tier with unlimited users and custom evaluations
  • + Flexible deployment including hosted, VPC, and on-premises
  • + Built for high-volume production agent monitoring
Tradeoffs
  • − Dashboard is a hosted closed-source service, so traces leave your infrastructure
  • − Smaller ecosystem and community than general LLM observability platforms
  • − Closed-source and commercial, no self-hosted open-source option
  • − Free plan limited to 5k traces per month
  • − Advanced deployment and support gated behind Enterprise pricing
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