Agentic Index

Flowise vs Langflow (2026)

Flowise and Langflow are the two visual LangChain flow builders that get compared in every evaluation, and the practical split is JavaScript versus Python: Flowise is Node.js based with a managed cloud from 35 dollars a month, while Langflow is Python based, MIT licensed, and now part of IBM via DataStax, free and self hosted. Feature sets overlap heavily; pick the one matching your team's language and deployment preference, and pilot both since switching costs are low.

At a glance Flowise Langflow
Category Agent builder Agent builder
Entry price From $35/mo · free tier Free (OSS, self-host)
Free / trial Free (OSS self-host) Free (OSS MIT)
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 No / Not documented
Control & trust

Human Oversight & Guardrails

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

Full / Explicit No / Not documented

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.

Full / Explicit 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.

Full / Explicit Full / Explicit
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.

Partial 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.

Full / Explicit Partial
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 Partial

Pricing snapshot

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

Pricing

Entry price

Lowest public entry point

From $35/mo · free tier Free (OSS, self-host)

Pricing confidence

How public the numbers are

Public — partial Public — partial

Billing

Primary billing axis

usage usage

Variable cost

Workload / overage exposure

Medium variable cost Medium variable cost

Free tier / trial

Try before you buy

Free tier
Free tier

Buying motion

Self-serve vs sales call

Mixed Mixed

Choose Flowise if

  • Your stack is JavaScript and Node.js deployment fits your infrastructure.
  • A managed cloud option from 35 dollars a month saves you hosting work.
  • Independent project governance suits your preferences.

Choose Langflow if

  • Your team is Python native and wants custom component depth.
  • Free MIT licensed self hosting is the budget answer.
  • Enterprise backing through IBM reassures your stakeholders.

Langflow was acquired by DataStax in 2024, and DataStax was acquired by IBM in 2025; Langflow continues as an open source project within IBM's portfolio.

Contact us

Found a vendor we missed? Have feedback on the index? We'd love to hear from you.