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AgentOps vs LangSmith: Pricing and Ratings Compared (2026)

Entry prices and free plans as read on each vendor's pricing page, and user ratings as published on review sites, for AgentOps and LangSmith side by side. This page compares data; it is not a hands-on review.

On the data: On the data below the two are close or not directly comparable, so we do not name a winner for this pair.

Data comparison compiled by Toolradar, not hand-reviewed Methodology
Data comparison Pricing checked Oct 24, 2026

Short on time? Here's the quick answer

Based on published vendor pricing and features and on public review data, here's who should pick what:

AgentOps

Monitor, evaluate, and improve your AI agents with comprehensive observability.

Best for you if:

  • • You want time-travel debugging is genuinely unique for agent development

LangSmith

Debug, monitor, and optimize your LLM applications and AI agents with comprehensive observability.

Best for you if:

  • • You want provides deep visibility into non-deterministic LLM behavior
At a glance: AgentOps vs LangSmith
At a Glance
AgentOps AgentOps
LangSmith LangSmith
Starts at
Free plan
Free plan, paid from $39/seat/mo, billed monthly Plus plan
Category
AI Agents Developer Tools
AI Agents Developer Tools
Rating
n/a n/a
Free plan
Yes Yes
Watch out for
No explicit overage for Basic plan Traces over the included 5k/10k are pay-as-you-go. Seats are only the floor.

Choose AgentOps or LangSmith?

AgentOps

Choose AgentOps if

  • You want time-travel debugging is genuinely unique for agent development
  • You want supports a wide range of models with framework-agnostic SDK
LangSmith

Choose LangSmith if

  • You want provides deep visibility into non-deterministic LLM behavior
  • You want helps improve application performance and response quality

In-Depth Analysis

AgentOps AgentOps

Monitor, evaluate, and improve your AI agents with comprehensive observability.

Good value

The pricing for AgentOps is quite generous, especially with a free tier offering 5,000 events/month, which is suitable for many small projects.

Watch out

No explicit overage for Basic plan

Strengths

  • Pro: Time-travel debugging is genuinely unique for agent development
  • Pro: Supports a wide range of models with framework-agnostic SDK
  • Pro: Free tier with 5,000 events covers hobby and early-stage use
  • Pro: Comprehensive audit trails meet enterprise compliance needs
  • Pro: Clean dashboard with intuitive event visualization

Weaknesses

  • Con: Paid plans may be steep for solo developers
  • Con: Enterprise features like SSO and on-prem require custom pricing
  • Con: Agent observability is a nascent category, tooling evolves fast
  • Con: Documentation could be more comprehensive for advanced use cases

Key features

Visual event tracking for LLM calls and tool interactions Time-travel debugging to replay agent runs step by step Complete audit trail of logs, errors, and security threats Token usage and cost monitoring across multiple agents Support for 400+ LLMs including OpenAI, Anthropic, and open-source Fine-tuning pipelines for specialized model training

LangSmith LangSmith

Debug, monitor, and optimize your LLM applications and AI agents with comprehensive observability.

Good value

LangSmith Developer is $0 for one seat and 5,000 base traces/month.

Watch out

Traces over the included 5k/10k are pay-as-you-go. Seats are only the floor.

Strengths

  • Pro: Provides deep visibility into non-deterministic LLM behavior
  • Pro: Helps improve application performance and response quality
  • Pro: Offers comprehensive monitoring and alerting capabilities
  • Pro: Identifies systemic issues and user needs automatically
  • Pro: Flexible integration with various frameworks and OTel

Weaknesses

  • Con: Specific pricing details require visiting a separate page
  • Con: Self-hosting is only available on the enterprise plan
  • Con: Requires some setup (e.g., environment variables) to get started

Key features

Agent tracing for step-by-step debugging of LLM applications Live dashboards for monitoring costs, latency, and response quality Alerts for critical business metrics Automatic discovery and clustering of similar conversations (Insights Agent) Support for any framework, including LangChain and LangGraph OpenTelemetry (OTel) support for unified observability

Plans and prices: AgentOps vs LangSmith

Plans and prices of AgentOps and LangSmith, as read on each vendor's pricing page. Each plan keeps its own billing unit.
Tool Plans and prices Source
AgentOps No plan prices on file agentops.ai read Oct 23, 2026
LangSmith
  • Developer: Free
  • Plus: $39/seat/mo, billed monthly
  • Enterprise: Custom pricing
langchain.com/pricing read Oct 24, 2026

Prices as read on each vendor's own pricing page on the date shown. Plans are listed per tool and are not matched against the other tool's plans: a plan name or price in one column says nothing about the same row in the other. Details on AgentOps pricing and LangSmith pricing.

Key Takeaways

AgentOps

  • Choose if you want monitor, evaluate, and improve your AI agents with comprehensive observability

LangSmith

  • Choose if you want debug, monitor, and optimize your LLM applications and AI agents with comprehensive observability

What the data shows

On the data below the two are close or not directly comparable, so we do not name a winner for this pair.

  • LangSmith starts at $39/seat/mo, billed monthly; AgentOps has no public paid plan price on file.
  • Both have a free plan.

Criteria: user rating (only above 20 reviews on both sides, gap of 0.2 or more), entry price (only on the same billing basis), free plan. How we rate

Frequently Asked Questions

How do AgentOps and LangSmith compare in 2026?

On the data below the two are close or not directly comparable, so we do not name a winner for this pair. LangSmith starts at $39/seat/mo, billed monthly; AgentOps has no public paid plan price on file. Both have a free plan.

What are AgentOps and LangSmith used for?

AgentOps: Monitor, evaluate, and improve your AI agents with comprehensive observability. LangSmith: Debug, monitor, and optimize your LLM applications and AI agents with comprehensive observability.

What does AgentOps cost vs LangSmith?

AgentOps has no public paid-plan price on file. LangSmith's cheapest paid plan is Plus at $39/seat/mo, billed monthly; it also has a free plan. Prices read on the vendors' pricing pages, latest check Oct 24, 2026.

What's the main difference between AgentOps and LangSmith?

AgentOps's main strength: time-travel debugging is genuinely unique for agent development. LangSmith's main strength: provides deep visibility into non-deterministic LLM behavior.

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