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    LangChain

    AI & LLM APIs

    LangChain is an end-to-end agent engineering stack that helps teams build, observe, evaluate, and deploy reliable AI agents.

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    LangChain Overview

    LangChain is an end-to-end agent engineering stack that helps teams build, observe, evaluate, and deploy reliable AI agents. The product suite combines LangGraph (agent orchestration/runtime), LangChain (pre‑built agent architectures and integrations), and LangSmith (observability, evaluation, and deployment) to give engineering teams granular visibility into agent behavior, fast iteration loops, and production‑grade infrastructure for long‑running workloads and human oversight. With tracing, monitoring dashboards, evals, and a deployment layer that supports real‑time streaming and scalable services, LangChain shortens the path from prototype to production for agentic applications. It’s designed for software teams at AI startups and global enterprises alike who are building copilots, enterprise GPT/search, support assistants, research and code generation agents, or multi‑agent systems. LangSmith provides step‑by‑step trace introspection, cost/latency/error tracking, business‑level dashboards, and dataset/annotation workflows for continuous improvement. When you’re ready to ship, LangSmith Deployment offers 1‑click deploy, an Assistants API with 30+ endpoints, and horizontally scalable services—available in Cloud, Hybrid, or fully Self‑Hosted configurations to meet compliance and data residency needs. The result is durable performance, faster iteration, and the control required to keep autonomous agents well‑behaved in production.

    Key Features & Capabilities

    Agent tracing and monitoring

    Debug non‑deterministic LLM behavior with end‑to‑end traces and live dashboards for costs, latency, and quality. Drill down into runs and tool calls to find failures fast and improve response quality.

    Evaluations, datasets, and human feedback

    Run online/offline evals, manage datasets, and collect human feedback with an annotation queue. Use evaluators to track accuracy, regressions, and reliability across iterations.

    Production deployment for long‑running agents

    Ship agents with LangSmith Deployment: 1‑click deploy, real‑time streaming of intermediate steps, agent authorization, and horizontally scalable services. Access a 30+ endpoint Assistants API with state and memory, cron scheduling, and auth.

    Insights (beta) for usage patterns

    Automatically discover clusters of similar conversations to surface what users want and pinpoint systemic issues. Quickly find and remediate recurring problems across runs.

    Flexible hosting and enterprise controls

    Choose Cloud, Hybrid, or Self‑Hosted in your VPC. Enable SSO, role‑based access, procurement/Infosec workflows, and SLAs to meet enterprise security and compliance needs.

    Pricing Plans

    Developer (Free)

    Free (1 seat)
    • 5k base traces/month included; pay‑as‑you‑go thereafter
    • LangSmith Observability & Evaluation: Tracing, Monitoring, Insights (beta)
    • Online & offline evals, dataset collection, annotation queue
    • Prompt Hub & Playground; bulk data export
    • SSO via Google/GitHub; community Slack support
    • Monthly self‑serve billing
    • Hourly rate limits apply (see docs)

    Plus

    $39 per seat/month (up to 10 seats)
    • 10k base traces/month included; pay‑as‑you‑go thereafter
    • 1 free Dev deployment with unlimited node executions
    • Additional deployments: $0.001 per node execution
    • Uptime: $0.0007/min (Dev) and $0.0036/min (Production)
    • All Observability & Evaluation features (tracing, monitoring, evals, datasets, annotation queue)
    • Deployment features: LangSmith Studio, MCP server, real‑time streaming, Agent Authorization (beta), 1‑Click Deploy
    • Assistants API (30+ endpoints) with state, memory, cron scheduling, and auth
    • Cloud hosting fully managed by LangChain; data in US or EU
    • Organization roles (User/Admin); email support
    • Monthly self‑serve billing

    Enterprise

    Custom pricing
    • Custom trace allocation and usage limits
    • Cloud, Hybrid (SaaS control plane + self‑hosted data plane), or Self‑Hosted (your VPC)
    • Data location: Cloud US/EU or your VPC
    • Custom SSO, RBAC, and advanced admin controls
    • Team trainings, architectural guidance, access to deployed engineers
    • SLA and custom terms; annual invoicing
    • All Plus features, with enterprise procurement and Infosec review

    Base traces: 14‑day retention at $0.50 per 1k; Extended traces: 400‑day retention at $5.00 per 1k; upgrade base to extended at $4.50 per 1k. Plus includes 1 free Dev deployment; after that, usage is billed by node executions and uptime. Startup Plan available with discounted rates (eligible for 1 year, then graduates to Plus). See docs for hourly ingestion and event limits.

    Pros & Cons

    Pros

    • Deep agent observability with step‑level tracing, cost/latency/error tracking, and business dashboards.
    • Integrated evals, datasets, and human feedback workflows to continuously improve agent reliability.
    • Production‑grade deployment with 1‑click deploy, real‑time streaming, and horizontally scalable services.
    • Flexible hosting (Cloud, Hybrid, Self‑Hosted) to meet data residency and compliance requirements.
    • OTel support and framework‑agnostic integration, plus an Assistants API with 30+ endpoints for stateful agents.

    Cons

    • ×Usage‑based costs (traces, node executions, uptime) can make monthly spend variable and harder to predict.
    • ×Developer tier is limited to a single seat and no managed deployment capacity beyond core observability.
    • ×Plus plan caps seats at 10 and is Cloud‑only; advanced hosting (Hybrid/Self‑Hosted) requires Enterprise.
    • ×Dev‑sized deployments are intended for testing and lack horizontal scaling, backups, and production optimizations.
    • ×Insights is labeled beta, which may limit stability or features for large‑scale analytics use cases.

    Frequently Asked Questions

    Which plan is right for me?

    Developer is best for personal projects and includes 1 free seat and 5k base traces/month. Plus is for teams needing self‑serve collaboration, 10k base traces/month, and 1 free dev deployment. Enterprise is for advanced security, admin, and hosting options (Cloud, Hybrid, or Self‑Hosted).

    Do you offer a Startup Plan?

    Yes. Early‑stage companies can apply for discounted LangSmith pricing with generous free trace allotments. Eligibility lasts 1 year before graduating to the Plus plan.

    How am I billed?

    Developer and Plus seats are billed monthly (prorated if added mid‑month; no credit for removed seats). Trace usage is billed monthly in arrears. Enterprise plans are invoiced annually upfront.

    What is a trace, and what’s the difference between base and extended traces?

    A trace is a single execution of your app (agent, evaluator, or playground) and can contain many events. Base traces have 14‑day retention at $0.50/1k; extended traces have 400‑day retention at $5.00/1k. You can upgrade base to extended for $4.50/1k.

    I’ve used up my free traces—what can I do?

    Add a credit card on the Developer or Plus plan to continue sending traces. If you hit performance limits, upgrade plans or contact support@langchain.dev.

    Does LangSmith support OpenTelemetry (OTel)?

    Yes. LangSmith supports OTel so you can unify your observability stack across services. Your app can be written in Python or TypeScript—or other languages—when using OTel.

    Can I use Observability without Evaluation?

    Yes. Observability and Evaluation are decoupled—you can use either (or both). All plans provide access; you only pay for what you use.

    Can I self‑host LangSmith so data never leaves my environment?

    Yes, on the Enterprise plan. LangSmith can be delivered to your Kubernetes cluster (AWS, GCP, or Azure) so data remains in your environment.

    Where is my data stored on the hosted service?

    For smith.langchain.com, data is stored in GCP us‑central‑1. Enterprise deployments can run in your own cloud or VPC to meet residency needs.

    Will LangSmith add latency to my application?

    No. The SDK sends traces via an asynchronous callback handler to a trace collector, so your application performance is not blocked by LangSmith.

    Does Plus include a free deployment and are there caps?

    Plus includes 1 free dev‑sized agent deployment. All usage in this dev deployment is free with no cap on node executions.

    When should I use a dev‑sized vs. production‑sized deployment?

    Use dev‑sized deployments for testing—they don’t support horizontal scaling, backups, or performance optimizations. Use production‑sized deployments for any customer‑facing agent.

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