AgentOps
AgentOps records events from AI agents so developers can inspect runs, replay their steps, and track tokens and spending. It integrates with agent frameworks and adds export, retention, access-control, and deployment options on paid tiers. It is an observability layer for an application, rather than a tool that builds the entire agent for you.
Basic is free up to 5,000 events; Pro starts at $40/month; Enterprise custom.Is AgentOps right for you?
Good for
- Developers investigating failed agent runs and tracing tool calls, model usage, and costs.
- Records model calls, tool events, and multi-agent interactions.
- Provides replay and time-travel debugging of agent runs.
Keep in mind
- Basic is limited to 5,000 events; the accessible page does not specify when that allowance resets.
- Pro has pay-as-you-go pricing even though its event limit is described as unlimited.
- On-premise and self-hosted deployment options are listed under Enterprise.
Also consider
Respan Observe and evaluate model requests.
Pricing and plan limits
Pro is described both as starting at $40/month and pay-as-you-go. Its unlimited event limit is a capacity statement, not a promise of unlimited use for $40. The accessible page does not clarify Basic’s reset period or detailed usage rates; confirm both with the pricing calculator.
| Plan | Price and billing | What to know |
|---|---|---|
| Basic | $0Free up to 5,000 events; reset period not specified | SDK integrations, LLM cost tracking, and replay analytics.AgentOps: pricing and plan limits |
| Pro | From $40/monthPay-as-you-go terms apply | No listed event ceiling, unlimited log retention, session/event export, support, and role-based permissions. Verify the usage-based bill.AgentOps: pricing and plan limits |
| Enterprise | CustomContact sales | Adds custom SSO, on-premise/self-hosted options, retention policy, and service agreements.AgentOps: pricing and plan limits |
More about capabilities and limits
Documented strengths
Records model calls, tool events, and multi-agent interactions.AgentOps: pricing and plan limits
Provides replay and time-travel debugging of agent runs.AgentOps: pricing and plan limits
Tracks token counts and model spending across integrated frameworks.AgentOps: pricing and plan limits
Limitations to consider
Basic is limited to 5,000 events; the accessible page does not specify when that allowance resets.AgentOps: pricing and plan limits
Pro has pay-as-you-go pricing even though its event limit is described as unlimited.AgentOps: pricing and plan limits
On-premise and self-hosted deployment options are listed under Enterprise.AgentOps: pricing and plan limits
Choosing a plan
Use Basic to check SDK integration and whether the captured events answer your debugging questions. Treat Pro’s starting price as a floor: calculate expected event volume and confirm its pay-as-you-go terms before scaling.
Based on the linked product documentation.
Available on
Web.
Alternatives to AgentOps
Choose around the work you need to do.