AgentOps provides an observability platform for AI agents and LLM applications, offering an SDK that captures every LLM call, tool use, and inter‑agent interaction. The platform visualizes these events, enables point‑in‑time replay, tracks token‑level costs across 400+ providers, and supplies audit logs and enterprise compliance features.
Funding
Funding not disclosed
Founders
Product
Problem
Developersbuilding AI agents and LLM applications often lack tools to monitor, debug, and audit complex multi‑agent workflows, leading to hidden errors, unpredictable costs, and difficulty ensuring production reliability.
Solution
AgentOps offers an observability platform that instruments AI agents with a single SDK and automatically captures every LLM call, tool use, and inter‑agent interaction. The platform visualizes these events in a web dashboard, provides point‑in‑time replay of agent runs, and maintains a complete audit trail of logs, errors, and prompt‑injection attempts. Integrated cost tracking records token usage and real‑time pricing across more than 400 LLM providers, enabling developers to monitor spend and optimize fine‑tuning. Enterprise features add unlimited event retention, role‑based permissions, SSO, on‑premise deployment, and compliance certifications (SOC‑2, HIPAA, NIST AI RMF). By combining native integrations with major frameworks (e.g., LangChain, CrewAI, AutoGen) and a self‑hosted option, AgentOps helps teams move from prototype to production with confidence.
Target Audience
Primary customers are software engineers, ML Ops teams, and enterprises that develop, test, and deploy AI agents or LLM‑powered applications, especially those using multi‑agent frameworks and requiring production‑grade observability.
Features
- Agent‑agnostic SDK with native integrations for 400+ LLMs and popular frameworks such as LangChain, CrewAI, AutoGen, and more
- Visual trace view showing LLM calls, tool invocations, and multi‑agent interactions
- Time‑travel debugging that rewinds and replays any agent run with point‑in‑time precision
- Full audit log capturing errors, prompt‑injection attacks, and execution metadata
- Token‑level cost tracking and up‑to‑date price monitoring across all supported providers
- Fine‑tuning assistance that leverages saved completions to reduce training costs by up to 25×
- Exportable session and event data, unlimited retention, and role‑based access control (Pro tier)
- Enterprise options: SLA guarantees, Slack Connect, custom SSO, self‑hosting on AWS/GCP/Azure, and compliance certifications