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AgentOps

AgentOps

Observability and analytics platform for debugging, testing, and monitoring AI agents.

AgentOps screenshot

What is AgentOps?

⚡ Quick Summary / TL;DR

AgentOps is an AI-driven Developer Tools platform designed to observability and analytics platform for debugging, testing, and monitoring ai agents.. It is specifically optimized for Developer, Founder seeking to streamline their workflow and enhance productivity.

Overview of AgentOps

AgentOps is an observability and analytics platform for developers building AI agents. It helps teams track agent runs, inspect tool calls, debug failures, replay sessions, monitor costs, and understand how autonomous or semi-autonomous agents behave in development and production. The product is useful for SaaS founders and technical teams building agents with frameworks such as CrewAI, AutoGen, LangChain, or custom orchestration. Agents can be hard to debug because they take multiple steps, use tools, call models, and make decisions that are not always visible. AgentOps provides a layer for tracing and analyzing those behaviors. Teams can use AgentOps to monitor reliability, catch errors, improve prompts, understand bottlenecks, and compare agent changes over time. This is especially useful for support agents, research agents, workflow automation, coding agents, data agents, and AI products that need more than a single LLM call. For FutureStack, AgentOps belongs in Developer Tools because agent observability is becoming a core part of production AI infrastructure. It is best for developers and founders who are building agents and need to debug, monitor, and improve their behavior before scaling to real users.

Best for

Agent observability, debugging, replay, analytics, evals, tracing, and monitoring.

Key Features of AgentOps

  • Track and debug AI agent runs across tools and steps
  • Replay sessions and inspect agent decisions
  • Monitor costs, latency, errors, and behavior over time
  • Integrates with agent frameworks and production workflows

Pricing summary

Free Basic up to 5,000 events. Pro starts at $40 per month, with custom Enterprise pricing for security, retention, and self-hosting.

Pricing & Plans for AgentOps

Basic

Start tracing and debugging AI agent runs for free.

Free
  • Free up to 5,000 events
  • Agent agnostic SDK
  • LLM cost tracking
  • Replay analytics
Popular

Pro

Paid observability for production agent teams.

$40/month
  • Unlimited event limit
  • Unlimited log retention
  • Session and event export
  • Slack and email support

Enterprise

Custom observability for regulated or high-scale agent deployments.

Custom
  • SLA and Slack Connect
  • Custom SSO
  • On-premise deployment
  • Custom retention and compliance

Other pricing notes

  • Pricing checked on 2026-07-26 from the AgentOps official website.
  • Basic is listed at $0 per month up to 5,000 events, with Pro starting at $40 per month.
  • Enterprise is custom and includes options such as SLA, Slack Connect, SSO, on-premise deployment, and security controls.
Pricing last checked: July 2026Official pricing page

Pros & Cons of AgentOps

Pros

  • Purpose-built observability for multi-step AI agents and LLM apps
  • Works with major agent frameworks and many model providers
  • Replay and cost tracking help teams debug production behavior
  • Free tier makes it approachable for prototypes and early testing
  • Enterprise options support security, retention, and self-hosting needs

Cons

  • Advanced usage can require paid or custom pricing
  • Teams still need good evaluation practices beyond tracing
  • Observability setup may add instrumentation work to agent code
  • Pricing can vary with event volume and production scale
  • Best suited to technical teams rather than casual AI users

Frequently Asked Questions about AgentOps

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