Comparison

LangChain vs Pydantic AI

On the evidence we track, LangChain leads this comparison with a composite score of 79/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.

Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
★LangChain79
Pydantic AI66
Score
vioscaleAI score
LangChain79 / 100medium · 69%
Pydantic AI66 / 100medium · 62%
Pricing
Free tier
LangChain✓
Pydantic AI✓
Model
LangChainfreemium
Pydantic AIfreemium
Price level
LangChainmid
Pydantic AImid
Starting price
LangChain$39
Pydantic AI$49
Transparent
LangChain✓
Pydantic AI✓
Integrations
Count
LangChain1,000
Pydantic AI7
Reliability
Sla pct
LangChain99.5
Pydantic AI–
Status page
LangChain✓
Pydantic AI–
Adoption
Dependent repos
LangChain18,663
Pydantic AI0
Github stars
LangChain147,461
Pydantic AI20,608
Package downloads weekly
LangChain3,725,877
Pydantic AI3,171,945
Activity
Commits last 30d
LangChain100
Pydantic AI100
Release
Cadence days
LangChain–
Pydantic AI1
History
LangChain20 items
Pydantic AI20 items
License
Spdx
LangChainMIT
Pydantic AIMIT
Language
Primary
LangChainPython
Pydantic AIPython
Market
Availability
Content
Faq
LangChain8 items
Pydantic AI7 items

Capabilities

Feature-by-feature on the axes that matter for mlops & llmops tools. “-” means undocumented, not absent.

Core
Tool role
LangChainLLM observability / eval
Pydantic AILLM observability / eval
Deployment
Self-hostable / OSS core
LangChain✓
Pydantic AI✓
Managed cloud available
LangChain✓
Pydantic AI✓
On-prem / VPC deployment
LangChain✓
Pydantic AI✓
Observability
LLM tracing / observability
LangChain✓
Pydantic AI✓
Evaluation (offline / LLM-judge / human)
LangChain✓
Pydantic AI✓
Dev
Prompt management + versioning
LangChain✓
Pydantic AI✓
Tracking
Experiment tracking / model registry
LangChain✓
Pydantic AI✓
Serving
Model serving / inference endpoint
LangChain✓
Pydantic AI✓
Interop
OpenTelemetry / OpenLLMetry compatible
LangChain✓
Pydantic AI✓
Framework-agnostic
LangChain✓
Pydantic AI✓
Gateway
Multi-provider model support
LangChain✓
Pydantic AI✓
Data
No-train-on-customer-data guarantee
LangChainUnknown
Pydantic AIUnknown

What each one is

The product in its own terms, so the numbers below have context.

LangChain

Leader

A unified developer platform consisting of open-source frameworks and commercial tools for building, testing, monitoring, and deploying AI agents and LLM-powered applications.

Independently observed

Pydantic AI

An observability and development platform for production AI agent systems that combines tracing, evaluation, and inference gateway capabilities for building reliable LLM applications.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

LangChain

Leader
from $39/seat/moHybridFree tier

Free Developer plan. Plus plan from $39/user/mo with unlimited seats. Enterprise custom pricing billed annually.

  • DeveloperFree
    • 1 free seat
    • 5000 base traces per month
    • Full LangSmith access
  • Plus$39/seat/month, unlimited seats, 10k traces/month included
    • Unlimited seats
    • 10000 base traces per month
    • 1 free small serverless deployment
    • Team collaboration
    • LangSmith Deployment service access
  • EnterpriseContact sales
    • Advanced administration options
    • Enhanced security controls
    • Priority support
    • Custom deployment options
as of verify ↗

Pydantic AI

from $49/moSubscriptionFree tier

Free tier for 10M spans/month. Paid plans from $49/month with flat-rate overage pricing at $2 per million spans.

  • PersonalFree
    • 10M spans per month
    • Hard cap to prevent bill shock
  • Team$49/month + $2 per million spans
    • Overage billing at flat rate
    • Seat limits apply
  • Growth$249/month + $2 per million spans, unlimited seats
    • No seat limits
    • Overage billing at flat rate
as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
LangChain✓
Pydantic AI✓
Deployment
Cloud / SaaS
LangChain✓
Pydantic AI✓
Self-hosted
LangChain✓
Pydantic AI✓
On-premise
LangChain✗
Pydantic AI✓
Hybrid
LangChain✓
Pydantic AI✗

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (1)
  • OpenAI

LangChain

Leader
11 total - 10 not shared
  • Anthropic
  • Cohere
  • Google
  • Azure OpenAI
  • Azure AI Search
  • Microsoft Fabric
  • Azure Kubernetes Service
  • OpaquePrompts
  • AWS
  • MCP (Model Context Protocol)
Independently observed

Pydantic AI

10 total - 9 not shared
  • Pydantic AI
  • Pydantic Evals
  • OpenTelemetry
  • Model Context Protocol (MCP)
  • Snowflake
  • FastAPI
  • LangChain
  • HuggingFace
  • Prefect
Independently observed
Still deciding?

LangChain or Pydantic AI: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.