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Workflow Automation

n8n

n8n connects 500+ integrations in visual workflows with code steps and AI Agent nodes. It bills per workflow execution. It runs on n8n Cloud or self-hosted under n8n's fair-code license.

The 30-Second Take

Pick n8n if a technical team wants automations and AI agents inside its own data boundary.

A fifty-step workflow costs the same per run as a three-step one, because n8n bills per workflow execution. Its visual workflows run on n8n Cloud or your own servers, with code wherever the nodes stop.

Best fit
Technical operations and platform teams automating internal processes and AI agents over company data.
Main constraint
The free self-hosted edition is licensed only for your own internal business, non-commercial, or personal use. Git, SSO, and environments need a paid license.
First move
Put one real process into production with an error workflow and an owner. Count executions for a month.

Why

Watch the license: the free self-hosted edition covers only internal business, non-commercial or personal use, and Git, SSO and environments need a paid license. Your team also owns hosting and upgrades.

Practitioner sentiment, leaders and teams0 Mixed

27 practitioners, 97 sources reviewed, Updated Oct 25, 2026How this is measured

Read the GILD Review
Save a product your organization uses.Keep up with n8n without adding it to your stack.Visit Website
Operating stack
AI Knowledge Work

Comparisons

How does n8n compare with the alternatives?

  1. n8n vs Zapier

    • Workflow Automation

    Pick n8n when technical teams want code and hosting control, and Zapier when business teams build on their own. Zapier counts a task for each successful action and runs only as a hosted service. n8n counts one execution per workflow run and can run on your own servers.

  2. n8n vs Make

    • Workflow Automation

    Pick n8n for long workflows or your own infrastructure, and Make for a hosted builder. Make charges a credit for each module operation, so a long scenario costs more per run, and n8n charges one execution per run regardless of steps. Make is hosted only, with an on-premise agent on Enterprise to reach local systems.

  3. n8n vs Power Automate

    • Workflow Automation

    Microsoft 365 organizations should use the cloud flows with standard connectors their work accounts already include, and add n8n when work must run on their own servers. Power Automate beyond those flows is licensed per user or per flow. n8n runs on n8n Cloud or your own servers and bills per execution, plus the work of hosting it.

Operator Insights

What are business and product leaders learning from rolling n8n out across their teams?

See all 3 operator accounts

Buying and deployment

What business and product leaders should verify before rolling it out across teams.

Sourced from n8n documentation

How you buy it

€20

A month for Cloud Starter with 2,500 executions, billed annually. Self-hosted Community is free.

Source 1, n8n, Pricing: Pricing

Details

n8n Cloud, priced in euros: Starter is €20 a month for 2,500 executions and Pro starts at €50 a month for 10,000, billed annually (€24 and €60 billed monthly). Self-hosted Community is free. Self-hosted Business is €667 a month billed annually for 40,000 executions. Enterprise is quoted.

Cost drivers

Per execution

A run costs the same at any number of steps. Manual runs and error workflows do not count.

Source 4, n8n, Understand executions: Understand executionsSource 1, n8n, Pricing: PricingSource 5, docs.n8n.io, Gateway credits: Gateway credits

Details

Production executions, whatever the number of steps. Manual runs, sub-workflows, and error workflows do not count. Business overage is €4,000 per extra 300,000 executions. Model usage is billed by your AI provider, or drawn from prepaid Gateway credits on Cloud Starter and Pro. The AI Assistant draws monthly credits that do not roll over: 1,600 on Cloud Starter and up to 9,600 on Pro. Self-hosted Assistant uses your own model key.

Where it runs

Frankfurt or yours

n8n Cloud is hosted in Frankfurt, or self-host on Docker or Kubernetes.

Source 1, n8n, Pricing: PricingSource 6, n8n, Host n8n: Host n8n

Details

n8n Cloud is hosted in Frankfurt. Self-hosted n8n runs on Docker, Docker Compose, or Kubernetes on your own infrastructure. Business is self-hosted only, and queue mode on Cloud needs Enterprise.

What to verify

Internal use only

The license bars outside users. Pricing puts SSO on Business; the security page says Enterprise.

Source 2, n8n, License FAQ: License FAQSource 1, n8n, Pricing: PricingSource 7, n8n.io, Security at n8n: Security at n8n

Details

Whether your use fits the Sustainable Use License, which covers internal business use and bars outside users from building or editing workflows. Git and environments need a Business key, and external secrets need Enterprise. The pricing page lists SSO and LDAP on self-hosted Business, while n8n's security page says SSO, SAML, and LDAP come with Enterprise. Cloud keeps 2,500 saved executions in 2.5 GB for 7 days on Starter and 25,000 in 25 GB for 30 days on Pro, then drops the oldest. Cloud Starter stops an execution at 5 minutes.

Signals

What is the current evidence saying about n8n?

What teams and individual users running n8n report in public, from company-wide rollouts to home labs, with every finding linked to its sources.

Whose sources count

Practitioner sentiment, leaders and teams

0 Mixed net

of 27 sources that take a side, each author counted once. Small sample.

How this figure is made

Current sentiment

Positive, mixed and negative sources

Team accounts lean positive. The concerns they share are license terms and runs that fail or stop without an alert, including a queue-mode instance whose memory climbs until it restarts. One former customer's company paid US$13,000 for 50 Enterprise workflows, and the next quote was far higher. Four of the 6 team sources that discuss AI agents are critical.

Run a pilot on one live workflow to measure failed runs and the time spent fixing them.

Evidence field. All 97 sources, one mark each.

Arrange by

Each mark is one source: positive, mixed, negative, no opinion stated, or documentation (not counted).

By sentiment, Leaders and teams rolling it out. Every source GILD read, grouped as the field draws it.
GroupSourcesPositiveMixedNegativeNo opinion stated and not counted in the scoreDocumentation, checked and not counted
Positive880000
Mixed11011000
Negative800800
Not counted300030
Documentation18000018
Outside this group4920151310
Every source GILD read, by the quarter it was published, as the field's time axis counts it. Documentation is dated by the day it was checked.
QuarterSources
Q1 20256
Q2 202510
Q3 20257
Q4 202518
Q1 202612
Q2 20269
Q3 202616
Q4 20261
Documentation, checked18

By sentiment

18 documentation pages check facts and are not counted; 49 sit outside this group.

Hover a mark for a quick look, click it or press Enter to open its source.Tap a mark to open its source, then step to its neighbors with Previous and Next.

What practitioners praise

Top praise of 2. Each mark is a source on it; filled marks praise it.

  1. Self-hosting & data controlAll 5 sources on it praise it

Most common concerns

Top concern of 3. Each mark is a source on it; filled marks raise it.

  1. Failed & silent runsAll 7 sources on it raise it as a concern
All 97 sources behind these findings
  1. My AI CTO moved my n8n server to a smaller VMTrond Eirik Haavarstein, Principal Endpoint Platform Engineer and Microsoft MVP (X profile) (Own self-hosted n8n server with 97 workflows, moved to a smaller VM by an AI agent), X post, published Oct 23, 2026
  2. Pricingn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  3. Understand executionsn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  4. Host n8nn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  5. Compare editionsn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  6. Community licensen8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  7. License FAQn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  8. Handle errors gracefullyn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  9. Use source control and environmentsn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  10. Update n8nn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  11. Update your version (Cloud)n8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  12. Enable queue moden8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  13. Set up task runnersn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  14. AI Agent noden8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  15. Build and manage agentsn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  16. Human-in-the-loop for toolsn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  17. Guardrails noden8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  18. Test and improve AI workflowsn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  19. Configure SSOn8n (Official n8n pricing and documentation), Product documentation, checked Oct 12, 2026
  20. The n8n Workflow That Broke Silently for Six WeeksQasim Parray, Freelance automation builder working for clients (self-described: Client lead-intake workflow (webhook, Function node scoring, Slack alerts); self-hosted on Docker with Postgres), Developer blog post, dev.to, published Sep 29, 2026
  21. How We Deployed, Maintained, and Migrated Production n8n on EKSHusne Ozmen, SRE at Fairwinds (self-described: Production n8n in queue mode on Amazon EKS with workers, webhook processors, PostgreSQL, Redis, and S3, moved from a community Helm chart to the official one), Company engineering blog post, Fairwinds, published Sep 23, 2026
  22. n8n always seemed too complicated to me. Until today.Wolfgang Wagner, TYPO3 trainer, integrator, and consultant (self-described: Moved his business's active Make scenarios (RSS imports, Zoom and Digistore24 webhooks) to n8n with Claude connected over MCP), Personal blog post, wwagner.net, published Sep 23, 2026
  23. N8N as my Sys AdminAustin Hutchison, Self-hoster running personal services on a Hetzner VM (self-described: Self-hosted n8n that updates itself and other self-hosted services, with Telegram summaries; workflows built through an agent via MCP), Personal blog post, blog.hutch.is, published Sep 21, 2026
  24. Automate subtitle gaps with n8nAlex Puzanov, Founder and Architect, ApexSmartCorp (X profile) (self-described: Scheduled n8n pipeline that finds and downloads missing subtitles for the company's media team), X post, published Sep 21, 2026
  25. Comment on: Ask HN: Remember N8n? Anyone?scrivna, Hacker News commenter (self-described: Freelance work, a few workflows for a client), Hacker News comment, published Sep 20, 2026
  26. Why I No Longer Build With n8nAlfred Nutile, Developer and author (LLMs and PHP), former n8n advocate who introduced n8n to client companies (self-described: Built back ends in n8n (APIs, background jobs, queue work, AI integration) for over a year), Newsletter, Daily AI Studio (Substack), published Sep 3, 2026
  27. Agentic coding has kind of made n8n obsoleteu/Far_Day3173, Reddit user (self-described: Ran own n8n server; moved the automations to Python scripts on Vercel with Trigger.dev), Reddit post, published Sep 1, 2026
  28. n8n's Error Trigger Is Opt-In. My Bot Gate Failed for 71 Hours and Alerted Nobody.achiya-automation, Automation consultant who builds WhatsApp bots for clients (self-described: Own production n8n instance running internal workflows (WhatsApp bot gate, lead intake, watchdogs)), Developer blog post, dev.to, published Aug 24, 2026
  29. Comment on: An update on leaving Gmail for Fastmailtomaskafka, Hacker News commenter (self-described: Personal email account), Hacker News comment, published Aug 17, 2026
  30. Comment on: Show HN: Ballet - Workflow automation that writes integrations against any APIkrmmalik, Hacker News commenter (self-described: Non-coder automating own work spreadsheets and APIs), Hacker News comment, published Aug 13, 2026
  31. From Visual Workflows to Native Code in Production: The Complete Journey of an n8n Backend That Couldn't Stop EvolvingRogério Maciel, Solo founder of CoreAutoCRM, an auto repair shop management SaaS run over WhatsApp (self-described: Entire product backend in n8n (74, later 126 workflows) on separate staging and production servers), Developer blog post, dev.to, published Aug 9, 2026
  32. Comment on: I am retiring from fulltime writing (& pseudonymity) to launch Guardian Angelbrunoarueira, Hacker News commenter, former employee (self-described: Former employer, n8n flows built by non-technical staff), Hacker News comment, published Aug 5, 2026
  33. Free your Code nodesMalte Buttjer, Builder running a team's e-commerce automations in n8n (self-described: Unnamed e-commerce team: Amazon and eBay feeds built from Shopify GraphQL in n8n Code nodes, edited by coding agents through n8n's built-in MCP server), Personal blog post, buttjer.net, published Aug 5, 2026
  34. Comment on: Show HN: QuickFlo - I got sick of exporting business workflows as a consultantzajasa, Integration consultant (founder of QuickFlo) (self-described: Integration consultant for contact-centre (CCaaS) platforms: Twilio, Cisco, Salesforce; later built own platform (QuickFlo)), Hacker News comment, published Jul 26, 2026
  35. Comment on: How do you guys keep up with AI news?garethsprice, Hacker News commenter (self-described: Personal news monitoring), Hacker News comment, published Jul 17, 2026
  36. Real Case Study: How a Car Rental Business Automated Operations with n8nMirza Rahim Baig, Team Lead, Product Analytics at Zalando (A client car-rental business automating license verification and onboarding), Customer case study, YouTube, published May 20, 2026
  37. Post on LinkedIn by Katrin Lehmann on the global n8n rollout at Mercedes-BenzKatrin Lehmann, Chief Information Officer, Mercedes-Benz AG (self-described: Mercedes-Benz IT, rolling out self-hosted n8n as a company-wide low-code platform for AI workflows), LinkedIn post, published May 12, 2026
  38. My thoughts on N8N as a Cloud Engineer with 10+ years of experience.u/LeMochileiro, Cloud engineer with 10+ years of experience (self-described: Personal 8-node Kubernetes cluster for automations (after Airflow and Argo Workflows); evaluating n8n for a team), Reddit post, published May 3, 2026
  39. Why I Chose n8n Over Zapier for Production Lead Automation (₹0 vs US$828+/Year)Aman Suryavanshi, Developer who built lead automation for a client (Aviators Training Centre) (self-described: Aviation training school: 3 workflows, 28+ nodes, 50+ leads/month; self-hosted on a US$6/month VPS), Developer blog post, dev.to, published Apr 23, 2026
  40. n8n dropped every webhook at 3am for two weeks and I only noticed because a client asked where his invoice wasu/Ambitious-Garbage-73, Self-hoster running client invoice reminders (self-described: n8n on a mini PC (16GB, Debian 12, docker compose), up about 8 months), Reddit post, published Apr 18, 2026
  41. Webhook upgrades to versions 2.16.0 and 2.17.0 have serious bugs and require urgent attention.luka-mimi, Enterprise-license customer running n8n on Google Cloud Kubernetes (self-described: Queue-mode deployment on GCP Kubernetes: 3 main servers, 15 workers, 1 webhook instance), GitHub issue, published Apr 14, 2026
  42. N8n vs Zapier - my honest cost breakdown after 1 year of self-hostingJay Nguyen (nguyenthieutoan), Forum member who self-hosts n8n, including for client work (self-described: 8 workflows moved from Zapier; n8n on a US$6/month Hetzner CX22 with Docker, Nginx and Cloudflare tunnel), Community forum post, published Apr 11, 2026
  43. I built a WhatsApp + voice AI agent in n8n that handles 90% of customer service. Sold the business, the buyer kept it running without meu/Beach-Independent, Former owner of a device repair shop (16 years) (self-described: WhatsApp and voice customer-service agent: n8n router plus 4 sub-agents, Airtable, ElevenLabs; in production over a year), Reddit post, published Apr 4, 2026
  44. Comment on: Google releases Gemma 4 open modelschrisweekly, Hacker News commenter, self-described AI novice (self-described: Personal trial build on a laptop), Hacker News comment, published Apr 2, 2026
  45. High RAM usage, until it crashesfabriciomoreirao, GitHub user reporting for a team running n8n in production (self-described: Self-hosted queue mode (main and worker processes) on a 32 GB AWS EC2 instance with PostgreSQL on RDS), GitHub issue on n8n-io/n8n, published Mar 5, 2026
  46. Comment on: OpenClaw surpasses React to become the most-starred software project on GitHubsilversmith, Hacker News commenter (self-described: Personal automations), Hacker News comment, published Mar 3, 2026
  47. Most "AI agent" workflows are just glorified if-else chains with extra stepsu/Exact-Muscle6821, Runs a small automation agency (self-described: Builds n8n workflows for clients daily), Reddit post, published Feb 13, 2026
  48. Comment on: OpenClaw - Moltbot Renamed Againwindexh8er, Hacker News commenter (self-described: Personal assistant agents, home lab), Hacker News comment, published Jan 30, 2026
  49. [MCP Client] Transport selection dropdown ignored - causes 95M failed requests retry stormCJavierSaldana, Self-hosted n8n user calling an MCP server on Cloudflare Workers (self-described: n8n self-hosted on Kubernetes, MCP Client Tool node calling a Cloudflare Worker MCP server), GitHub issue, published Jan 28, 2026
  50. Comment on: RIP Low-Code 2014-2025CountVonGuetzli, Hacker News commenter, self-described, Hacker News comment, published Jan 27, 2026
  51. Comment on: RIP Low-Code 2014-2025sergiotapia, Hacker News commenter (self-described: Employer (healthcare-related internal tools: patient matcher, fax and referral tools)), Hacker News comment, published Jan 26, 2026
  52. Working 2.x docker compose exampleKissT (kisst), Self-hosted n8n user (self-described: Single-container 1.x install with SQLite, bind mounts and Python Code nodes; upgrade to 2.x failed), Community forum post, published Jan 24, 2026
  53. Still need to Publish after Git Pull (Business Version)Alexander Menk, iMi digital GmbH (GitHub profile) (self-described: Business edition with a locked production instance fed from staging through Git push and pull), GitHub issue on n8n-io/n8n, published Jan 20, 2026
  54. n8n Feels Fast Until You Need to Explain ItJason Shultz, author of the Second-Order Effects newsletter (self-described: Rebuilt an n8n workflow as a small service after failing to explain its retry behavior), Newsletter post, Second-Order Effects (Substack), published Jan 14, 2026
  55. Comment on: Ask HN: What are you working on? (January 2026)nkg, Hacker News commenter (self-described: Company ERP to Akeneo PIM catalog synchronization), Hacker News comment, published Jan 13, 2026
  56. How I Automated My Morning Standup with n8n (And Got an Unexpected Morale Boost)Eric Wagoner, developer at Infinity Interactive (company blog byline) (Daily standup summary from GitHub and Jira through Claude Haiku to email or Slack, one workflow copy per client engagement), Company blog post, Infinity Interactive, published Jan 6, 2026
  57. Announcing n8n-oidcCameron Eagans, Developer who self-hosts n8n with a personal identity provider (self-described: Self-hosted n8n for a few users; wrote n8n-oidc, an external-hooks add-on for OIDC login), Personal blog post, cweagans.net, published Dec 29, 2025
  58. How I Automated News Discovery with n8n (439K Views, 0€ Spent)Muhi, Founder building AKCACHE.io, a managed database service (self-described: RSS news discovery pipeline with keyword filter, GPT-4o-mini scoring, Postgres storage and email; on a personal server), Developer blog post, dev.to, published Dec 16, 2025
  59. n8n + Pinecone Assistant with Matthias LaugMatthias Laug, CTO and co-founder of Just Eat Takeaway and TIER Mobility (CTO discussion and a RAG workflow built with n8n and Pinecone), CTO podcast, YouTube, published Nov 17, 2025
  60. Comment on: Ask HN: What Are You Working On? (Nov 2025)tombert, Hacker News commenter (self-described: Personal Discord bots), Hacker News comment, published Nov 9, 2025
  61. Scaling Secure AI Automation with n8n EnterpriseErwin Buckers, co-founder and CEO of Chainels (Chainels team running n8n Enterprise on AWS Kubernetes for a European platform), Customer conference talk, YouTube, published Nov 6, 2025
  62. Time to move on: n8n vs code for SaaS buildersAnthony Sidashin, Founder of ScrapeNinja (bootstrapped scraping API); built an n8n custom node and maintains Awesome n8n (self-described: Internal tools, SaaS prototypes and custom nodes built with self-hosted n8n), Personal blog post, pixeljets.com, published Nov 3, 2025
  63. N8n's Dirty Secret: When 8 Workers Perform WORSE Than 2u/the_aimonk, Reddit user tuning a client's n8n deployment (self-described: Client's queue-mode n8n on PostgreSQL, comparing 2 and 8 workers under load), Reddit post, published Nov 1, 2025
  64. Self-Hosted n8n or n8n Cloud? The Real Costs, Tradeoffs & What's Worth ItStephanie Nyarko, AI tools creator (thisaitooldoesthat.com) (self-described: Used n8n Cloud, then ran n8n on a personal server), YouTube video, published Oct 31, 2025
  65. Comment on: EuroLLM: LLM made in Europe built to support all 24 official EU languagesKronisLV, Hacker News commenter (self-described: On-prem Latvian text processing), Hacker News comment, published Oct 28, 2025
  66. Challenging n8n AI Agent with a personal productivity flowKai Walter, Developer who also builds agent implementations for enterprise scenarios (self-described: Personal voice-note flow: OneDrive recording, transcription, intent handling into tasks or email; moved from n8n Cloud to own machine), Developer blog post, dev.to, published Oct 12, 2025
  67. Comment on: N8n raises US$180Mhirako2000, Hacker News commenter (self-described: Solo product (applycreatures.com)), Hacker News comment, published Oct 11, 2025
  68. Comment on: N8n raises US$180Malluro2, Hacker News commenter (self-described: Unnamed company, scheduled data workflows), Hacker News comment, published Oct 10, 2025
  69. Comment on: N8n raises US$180Mmarktolson, Hacker News commenter (self-described: Team use), Hacker News comment, published Oct 9, 2025
  70. Comment on: N8n raises US$180Medoceo, Hacker News commenter (self-described: Personal small automations), Hacker News comment, published Oct 9, 2025
  71. Comment on: N8n raises US$180Mtomwhipple, Software engineer (Hacker News commenter) (self-described: Workplace with analysts and PMs building POCs), Hacker News comment, published Oct 9, 2025
  72. Comment on: N8n raises US$180Mseer, Hacker News commenter (self-described: Startup app backend, self-hosted with load balancers, KV store and database), Hacker News comment, published Oct 9, 2025
  73. Comment on: N8n added native persistent storage with DataTables93n, Hacker News commenter (self-described: Personal self-hosted stack), Hacker News comment, published Oct 3, 2025
  74. Comment on: N8n added native persistent storage with DataTablesmelvinmelih, Hacker News commenter (self-described: Production workflow), Hacker News comment, published Oct 2, 2025
  75. n8n vs Windmill vs Temporal for Self-HostingOleg Luganskiy, author of the arcbjorn engineering blog (self-described: Ran n8n, Windmill, and Temporal for 30 days on one Hetzner CPX21 (3 vCPU, 4 GB) with production-like workloads), Independent evaluation, personal engineering blog (arcbjorn), published Sep 28, 2025
  76. Comment on: AI won't replace content creators (at least for now)leo_researchly, Hacker News commenter (self-described: Company blog SEO (Researchly)), Hacker News comment, published Sep 17, 2025
  77. Why Zapier Won My Time Back from n8nBrian Christner, Author of BrianChristner.io building personal automations (self-described: Self-hosted n8n (server, security, user access), considered n8n Cloud, moved back to Zapier), Personal blog post, BrianChristner.io, published Aug 12, 2025
  78. Comment on: NetBird Is Embracing the AGPLv3 Licenseresiros, Hacker News commenter (self-described: A team that self-hosts n8n), Hacker News comment, published Aug 6, 2025
  79. Comment on: Every visual workflow tool is just Excel for developers who gave updalibenothmen, Developer, author of the linked post (self-described: Developer automations), Hacker News comment, published Aug 5, 2025
  80. Comment on: N8n vs. node-redJimDabell, Hacker News commenter (self-described: Software company product integration), Hacker News comment, published Jul 21, 2025
  81. Comment on: N8n vs. node-redrcarmo, Hacker News commenter (self-described: Personal home automation and AI news summarizer), Hacker News comment, published Jul 18, 2025
  82. N8n Enterprise On-Prem License Limits (?)kaht, n8n Community member evaluating Enterprise (self-described: Evaluating self-hosted Enterprise), Community forum post, published Jun 23, 2025
  83. Comment on: Building Effective AI Agentslaurentiurad, Hacker News commenter (self-described: Personal research agent), Hacker News comment, published Jun 18, 2025
  84. Comment on: N8n - Flexible AI workflow automation for technical teamsSansGuidon, Hacker News commenter (self-described: Personal automations), Hacker News comment, published May 4, 2025
  85. Comment on: N8n - Flexible AI workflow automation for technical teamsjasongill, Hacker News commenter (self-described: Organization with developers and non-technical users; previously tried Windmill), Hacker News comment, published May 3, 2025
  86. Comment on: N8n - Flexible AI workflow automation for technical teamsneoecos, Co-founder (Hacker News commenter) (self-described: Company-wide use across ops, finance and product teams; co-founder speaking), Hacker News comment, published May 3, 2025
  87. Comment on: N8n - Flexible AI workflow automation for technical teamssimple10, Hacker News commenter (self-described: Personal automations and AI agent tasks), Hacker News comment, published May 3, 2025
  88. Comment on: N8n - Flexible AI workflow automation for technical teamsphoton_garden, Hacker News commenter (self-described: Startup production workflows), Hacker News comment, published May 3, 2025
  89. Comment on: N8n - Flexible AI workflow automation for technical teamsTadpole9181, Hacker News commenter (self-described: Small team evaluating self-hosted options), Hacker News comment, published May 3, 2025
  90. Comment on: A hackable AI assistant using a single SQLite table and a handful of cron jobsnullwarp, Hacker News commenter (self-described: Personal assistant), Hacker News comment, published Apr 14, 2025
  91. AI Agent doesn't store the Tool usages in memoryfjrdomingues, n8n AI Agent user who maintains a fork with a proposed fix (self-described: AI Agent with Simple Memory and Postgres memory, n8n 1.83.2, PostgreSQL), GitHub issue, published Apr 2, 2025
  92. My perspective as new user from Make.comRob, Make.com power user of nearly 8 years who builds automations for clients (self-described: Moving from Make.com to self-hosted n8n), Community forum post, published Mar 26, 2025
  93. Installing Custom Nodes from a Private NPM Registry in n8n Using pnpm Inside a Custom Docker ImageGentleman9914, n8n Community member (self-described: A company running licensed, self-hosted n8n with its own nodes), Community forum post, published Mar 24, 2025
  94. Feedback on Self-Hosting and Using n8nPragadeesh Waran, Engineer evaluating n8n for an organization (self-described: Automation use cases within the author's organization), Community forum post, published Mar 13, 2025
  95. Feedback: self-hosted pricingJohn Walsh, Former Enterprise customer (self-described: Licensed n8n Enterprise at a previous company), Community forum post, published Feb 9, 2025
  96. Comment on: Show HN: Mashups - Resurrecting Yahoo Pipes, my side projectspikej, Hacker News commenter (self-described: Personal RSS and scraping automations), Hacker News comment, published Jan 12, 2025
  97. anyone using n8n self-hosted ? I tried it and I'm disappointed.u/Bagican, Reddit user (r/selfhosted) (self-described: Tried self-hosted n8n, returning to Node-RED, considering Windmill), Reddit post, published Jan 9, 2025

Jan 2025 to Oct 2026.

79 sources from practitioners, by month and sentiment.

The full readExplore all n8n Signals5 praise themes, 6 concerns, 3 points of agreement and 1 disagreement across all three groups, with all 97 sources open to inspect.

Where It Fits

Where does n8n belong in the stack?

Open Where It Fits: the Stack Field and the full map

n8n is Core across Automate, supports Find, and touches Assist, Create, and Analyze.

Business area
Company-wide
Function
Knowledge Work
Operating stack
AI Knowledge Work
Primary role
Workflow Automation & AI Agents
n8n beside the rest of its stackThe Stack Field, every product on every layer
Footprintn8n across the AI Knowledge Work stack. Bar height is its role on each layer.

  1. Assist

    1. AI assistant: Touches

      AI assistant, touches. Chat Hub gives people one chat interface to models, personal agents, and agents built as n8n workflows. Open-ended drafting and research stay with a general assistant.

  2. Find

    1. Web research: Touches

      Web research, touches. Agents built in n8n can search the web through the model's native search tool or a search service. Cited research for people stays with a research tool.

    2. Enterprise search: Supports

      Enterprise search, supports. Vector store nodes and agent knowledge bases let a team build retrieval over the documents it chooses. Permission-aware search across every company app stays with an enterprise search product.

  3. Create

    1. Documents: Touches

      Documents, touches. Workflows draft text with AI nodes and write it into Google Docs or Notion, where the team's documents live.

    2. Meeting notes: Touches

      Meeting notes, touches. n8n records no meetings. Its workflows pick up transcripts and notes from meeting tools and route summaries and action items to other systems.

  4. Analyze

    1. Data analysis: Touches

      Data analysis, touches. Workflows move and transform data between systems and keep small datasets in data tables. Analysis and dashboards stay with an analytics tool.

  5. Automate

    1. Automation: Core

      Automation, core. This is n8n's primary role. Visual workflows combine 500+ integrations, JavaScript and Python Code nodes, and AI Agent nodes with human approval for tool calls, billed per production execution on n8n Cloud or self-hosted.

Market mapThe layers n8n covers, and who else owns each one.

  1. Workflow automation & agents

    CoreAutomate

  2. Enterprise search & company knowledge

    SupportsFind

  3. General AI assistant

    TouchesAssist

  4. Web research & cited answers

    TouchesFind

  5. Writing & documents

    TouchesCreate

2 more layers on the full map. Core, Supports and Touches describe coverage. They say nothing about quality.

More on n8n

  1. GILD ReviewGILD's evaluation, with the buying facts
  2. Research3 pieces
  3. Guides4 guides
  4. Operator Insights3 operator accounts
  5. Where It FitsOn the AI Knowledge Work stack
  6. Related Products6 products