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CompareLangSmith vs Tokenomy

LangSmith vs Tokenomy

A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Tokenomy has the lower starting price: about $9 a month, against $39 for LangSmith.

LangSmith

Tracing, evaluation and deployment platform for LLM agents

Freemium · $39/mo
Visit LangSmith Details
Tokenomy

FinOps layer that meters, caps and routes LLM and agent spend

Freemium · $9/mo
Visit Tokenomy Details
VS

At a glance

LangSmith
Tokenomy

Best for

Tracing, evaluation and deployment platform for LLM agents
FinOps layer that meters, caps and routes LLM and agent spend

Category

Models & APIs
Models & APIs

Pricing model

Freemium
Freemium

Starting price

$39/mo
$9/mo

Free plan

Yes
Yes

Made by

LangChain
Tokenomy

Based in

United States
–

Rating

No ratings yet
No ratings yet

Key features

  • Agent tracing
  • Datasets and evaluators
  • Prompt hub
  • Agent deployment
  • Online monitoring
  • Metering proxy
  • Budget guard
  • Smart model routing
  • Per-step cost attribution
  • Margin and forecast reports
  • Chargeback exports
LangSmith compared with Tokenomy
FeatureLangSmithTokenomy
Best forTracing, evaluation and deployment platform for LLM agentsFinOps layer that meters, caps and routes LLM and agent spend
CategoryModels & APIsModels & APIs
Pricing modelFreemiumFreemium
Starting price$39/mo$9/mo
Free planYesYes
Made byLangChainTokenomy
Based inUnited States–
RatingNo ratings yetNo ratings yet
Key features
  • Agent tracing
  • Datasets and evaluators
  • Prompt hub
  • Agent deployment
  • Online monitoring
  • Metering proxy
  • Budget guard
  • Smart model routing
  • Per-step cost attribution
  • Margin and forecast reports
  • Chargeback exports

Pricing compared

Tokenomy has the lower starting price: about $9 a month, against $39 for LangSmith.

LangSmith
TokenomyCheaper

Free plan

Yes
Yes

Cheapest paid plan

$39/mo · Plus
$9/mo · Starter

Top plan

Custom · Enterprise
From $50k/yr · Enterprise

Free trial

–
–

3 plans

  • Developer

    Free

    • 1 seat
    • 5k base traces / month, then pay as you go
    • Community support
  • Plus

    $39/mo

    • Per seat
    • 10k base traces / month, then pay as you go
    • Access to Deployment and Engine
    • Unlimited seats
  • Enterprise

    Custom

    • Self-hosted and hybrid deployment
    • Custom SSO, ABAC and RBAC
    • Support SLA
LangSmith pricing

4 plans

  • Starter

    $9/mo

    • Under $25k/yr AI spend
    • Metering proxy and budget guard
    • 30-day retention
  • Pro

    $39/mo

    • Up to $250k/yr AI spend
    • Smart router and caching
    • Slack alerts, anomaly detection
  • Team / Business

    $499/mo

    • Up to $2M/yr AI spend
    • Chargeback exports
    • SSO and audit logs
  • Enterprise

    From $50k/yr

    • $2M+/yr AI spend
    • Dedicated tenancy
    • Private deployment
Tokenomy pricing

Prices in USD, checked Oct 28, 2026 or later. Plans change often, so confirm on each tool's site before you buy.

Pros and cons

LangSmith

  • Detailed agent traces
  • Strong LangGraph integration
  • Works with any framework
  • Per-seat pricing adds up
  • Trace retention costs extra
  • Self-hosting is enterprise-only

Tokenomy

  • Stops overspend before it happens
  • Works across major model providers
  • Useful for both engineering and finance
  • Adds a proxy hop to every call
  • SSO and audit logs need the $499 plan

Which one should you choose?

Choose LangSmith if you want:

  • Detailed agent traces
  • Strong LangGraph integration
  • Works with any framework

Watch out: per-seat pricing adds up.

Choose Tokenomy if you want:

  • Stops overspend before it happens
  • Works across major model providers
  • Useful for both engineering and finance

Watch out: adds a proxy hop to every call.

LangSmith vs Tokenomy FAQ

What is the difference between LangSmith and Tokenomy?

LangSmith: Tracing, evaluation and deployment platform for LLM agents. Tokenomy: FinOps layer that meters, caps and routes LLM and agent spend. Both are models & apis tools.

Is LangSmith or Tokenomy cheaper?

Tokenomy has the lower starting price: about $9 a month, against $39 for LangSmith.

Do LangSmith and Tokenomy have free plans?

LangSmith: Yes. Tokenomy: Yes.

Who makes LangSmith?

LangSmith is made by LangChain, based in United States.

Who makes Tokenomy?

Tokenomy is made by Tokenomy.

Which should I choose, LangSmith or Tokenomy?

Choose LangSmith if you value detailed agent traces and strong langgraph integration. Choose Tokenomy if you value stops overspend before it happens and works across major model providers.

More comparisons

LangSmith alternatives

  • LangSmith vs Adaline
  • LangSmith vs Arthur
  • LangSmith vs AgentOps
  • LangSmith vs Raindrop
  • LangSmith vs Weights & Biases

Tokenomy alternatives

  • Tokenomy vs Anaconda
  • Tokenomy vs Portkey
  • Tokenomy vs Openlayer
  • Tokenomy vs LangWatch
  • Tokenomy vs PromptHub

Compare LangSmith with another tool

First tool
LangSmith
vs