Agentic Index

Haystack vs LangChain (2026)

Choose Haystack for production RAG and search pipelines with enterprise support from deepset, and choose LangChain for broader agent orchestration and the largest ecosystem. Haystack is open source and free with flex priced enterprise support, while LangChain layers LangSmith observability from 39 dollars a seat a month with a free tier. Haystack's pipeline model tends to feel more disciplined for search centric systems, while LangChain covers more agentic ground.

At a glance Haystack LangChain
Category Agent infrastructure Agent infrastructure
Entry price OSS free; Enterprise flex-priced From $39/seat/mo · free tier
Free / trial OSS free; Enterprise Platform free trial Free (Developer tier)
Pricing confidence public partial public partial
Feature
Action & orchestration

Integrations & Tool Calling

Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools.

Full / Explicit Full / Explicit

Workflow Orchestration

Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps.

Full / Explicit Full / Explicit

Triggers & Channel Coverage

How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools.

Partial Partial
Knowledge & context

Knowledge Grounding & RAG

Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers.

Full / Explicit Full / Explicit

Memory & State Persistence

Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer.

Full / Explicit Full / Explicit
Control & trust

Human Oversight & Guardrails

Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls.

No / Not documented Full / Explicit

Security, Identity & Governance

RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy.

Partial Partial

Observability & Auditability

Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior.

Partial Full / Explicit

Deployment & Data Residency

Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting.

Full / Explicit Full / Explicit
Solution readiness

Prebuilt Agents, Templates & Packs

Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value.

Partial Partial
Platform extensibility

Model Flexibility & Routing

Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys.

Full / Explicit Full / Explicit

APIs, SDKs & MCP Extensibility

Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems.

Full / Explicit Full / Explicit

Testing, Debugging & Optimization

Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment.

Partial Full / Explicit
Specialist automation

Browser & Computer Use

Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone.

No / Not documented No / Not documented

Pricing snapshot

Sourced from the Index pricing dataset · open each vendor's profile for full detail.

Pricing

Entry price

Lowest public entry point

OSS free; Enterprise flex-priced From $39/seat/mo · free tier

Pricing confidence

How public the numbers are

Public — partial Public — partial

Billing

Primary billing axis

hybrid hybrid

Variable cost

Workload / overage exposure

Medium variable cost High variable cost

Free tier / trial

Try before you buy

Free tierTrial
Free tier

Buying motion

Self-serve vs sales call

Mixed Mixed

Choose Haystack if

  • Search and RAG pipelines are the product and you want a purpose built pipeline model
  • Enterprise support from deepset behind an open source core fits procurement
  • You prefer explicit pipeline composition over framework magic

Choose LangChain if

  • Your build extends past RAG into tool using, multi step agents
  • You want managed observability and orchestration products from the same vendor
  • Ecosystem breadth and community answers shorten your build time

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