Agentbrisk

LangSmith vs Portkey

Two of the most-asked-about agents in the developer-tools space. Here's how they actually stack up.

LangSmith

LLM observability, testing, and evaluation platform from the LangChain team

Free tier

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Portkey

AI gateway and observability platform: route, monitor, and control LLM API calls

Free tier

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Side-by-side comparison

LangSmith Portkey
Tagline LLM observability, testing, and evaluation platform from the LangChain team AI gateway and observability platform: route, monitor, and control LLM API calls
Pricing Free tier Free tier
Categories developer-tools, api, productivity developer-tools, api
Made by LangChain Portkey
Launched 2023-09 2023-08
Platforms Web, API Web, API, Self-hosted
Status active active

LangSmith highlights

  • + Full trace logging for LLM chains with nested step visibility
  • + Dataset management: build eval datasets from production traces
  • + Automated evaluation with LLM-as-judge scoring
  • + Human annotation queues for labeling and quality review
  • + Prompt hub for storing and versioning prompts

Portkey highlights

  • + AI gateway: single API endpoint for 200+ LLMs via unified interface
  • + Automatic fallback routing when primary provider fails or rate limits
  • + Load balancing across multiple providers or model versions
  • + Request caching to reduce costs and latency for repeated prompts
  • + Full observability with request logging, cost tracking, and latency monitoring

Frequently Asked Questions

Which is better, LangSmith or Portkey?
Neither is universally better. LangSmith (Free tier) leans into developer-tools, while Portkey (Free tier) is closer to developer-tools. Pick based on which workflow you actually do every day.
What is the price difference between LangSmith and Portkey?
LangSmith is free tier. Portkey is free tier. See the pricing row in the comparison table.
Can I use LangSmith and Portkey together?
In most cases, yes. They serve overlapping but distinct needs, so running them side by side is common until you decide which fits your workflow.
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