App Automation · Reviewed 22 Oct 2026

Latenode

AI-native workflow automation platform with 5,500+ integrations and JavaScript in nodes.

free tier · latenode.com ↗

Paid against free › App Automation › Latenode

Latenode at a glance

Overview

01

Summary

The useful answer before the supporting detail.

Latenode is an AI-native workflow automation platform that lets teams build, connect, and deploy workflows across their entire business stack S1. It is used by teams that need to automate complex processes with real logic, offering 5,500+ integrations and 1,200+ apps and LLMs, with full JavaScript inside nodes S1. Its practical value lies in enabling users to create sophisticated automations and AI agents without switching between multiple tools, with pricing that doesn't punish growth S1.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Latenode is an AI-native workflow automation platform S1.
  • Core purpose: It solves the problem of automation tools hitting a wall when workflows need real logic S1.
  • Intended users: Teams and businesses that need to automate complex workflows and build AI agents S25.
  • Product scope: It is a platform offering a visual workspace with integrations, AI models, custom logic, and deployment controls S25.
  • Positioning: The vendor positions it as an AI-native platform with 5,500+ integrations and 1,200+ apps and LLMs S1.
  • Claimed distinction: It claims to offer full JavaScript inside nodes and pricing that doesn't punish growth S1.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
Teams needing RAGBuild scalable RAG pipelines to integrate internal documentation and external data into AI agents S25.
Business usersAutomate tasks like pulling Reddit posts, classifying them with an LLM, and sending a report via Gmail S31.
AI agent usersDeploy agents that run in the cloud 24/7, using integrations as tools S31.
Enterprise teamsConnect data sources and give every agent accurate context before it answers a query S25.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Visual workflow builderCreate workflows by connecting nodes in a visual workspace, with the ability to write real code when drag-and-drop isn't enough S1.
AI Agent BuilderDescribe a task in chat and the agent uses 5,500+ integrations as tools, fixes its own mistakes, and turns the result into a scheduled agent S31.
MCP connectorsConnect AI agents like Cursor, AI modelDesktop, and Codex to 800+ apps through one MCP server endpoint S18.
RAG toolBuild scalable retrieval-augmented generation pipelines by connecting data sources, structuring content, and running vector search S25.
JavaScript in nodesWrite full JavaScript inside nodes to handle complex logic within workflows S1.
Managed authenticationConnect 800+ apps with managed auth, no API keys, and auto token refresh S31.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
MCP serverIntegrationConnects AI agents like Cursor, AI modelDesktop, and Codex to 800+ apps through one endpoint S18.
5,500+ integrationsIntegrationProvides access to apps and LLMs as first-class nodes in workflows S1.
Managed auth connectionsIntegrationConnects 800+ apps with one click, no API keys, with token storage and refresh S31.
Webhooks and APIsIntegrationAllows integration with preferred models, native app actions, APIs, and webhooks S25.
Template MarketplaceIntegrationOffers pre-built templates for workflows S1.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
Free$0 forever, per month S110,000 CPU seconds per month S15 active workflows, 3-day history S1
Pay as you go$0.00012 per CPU second (falling to $0.00005 at volume), monthly usage S110,000 CPU seconds free, then metered S1Unlimited scenarios, 30-day history S1

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
reddit.com224.5anthropic AI model, AI modelvs grok
youtube.com111anthropic AI model
learn.g2.com111AI modelvs grok
itpro.com112anthropic AI model
blog.cubed.run113anthropic AI model
metatext.io114anthropic AI model
composio.dev114AI modelvs grok
linkedin.com115anthropic AI model
mohessaid.medium.com115AI modelvs grok
index.dev116AI modelvs grok

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

PlatformStatusDiscovered source
G2discovered_not_scrapedhttps://www.g2.com/products/latenode/reviews
Capterradiscovered_not_scrapedhttps://www.capterra.com/p/10016543/Latenode/reviews/
Product Huntdiscovered_not_scrapedhttps://www.producthunt.com/products/latenode/reviews
Trustpilotdiscovered_not_scrapedhttps://www.trustpilot.com/review/latenode.com
14

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 0.4%
MonthSource
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
otherAI workflow automation platform with LLMs built into every node. Build workflows, deploy AI agents, connect 5,500+ integrations. No API keys. Start free.https://latenode.com/
otherLatenode is an AI workflow automation platform. Describe what you want — it builds the workflow, connects 5,500+ integrations, and runs the AI. No API keys, no per-task billing.https://latenode.com/
otherOne AI automation platform. No trade-offs.https://latenode.com/
otherBuilt with AI Assistanthttps://latenode.com/
otherThe AI Assistant turns plain English into working nodes, connections, and JavaScript — ready in minutes, with the model built into every node.https://latenode.com/
otherTry for free →https://latenode.com/
otherDeploy proven AI agents for sales, support, and ops — or build custom ones on the canvas in minutes, with tools, memory, and models built in.https://latenode.com/
featuresDone-for-you AI workflows built for how your team actually works — from lead routing and close to replenishment, fulfillment, and reporting.https://latenode.com/solutions
featuresMost tools automate one thing. Latenode handles your entire customer service operation — tickets, responses, routing, satisfaction scores, and CRM sync — in one canvas, with AI built in.https://latenode.com/solutions/customer-support-automation
featuresDrag-and-drop for ticket routing. JavaScript for custom logic. An AI Builder when you describe what you need. No dev queue needed — meet customer expectations faster.https://latenode.com/solutions/customer-support-automation
featuresYour inquiry volume grows but headcount doesn't. Use Latenode to streamline customer service tasks for repetitive requests — configure AI agents, draft responses, and deflect common questions — so your team handles advanced cases only.https://latenode.com/solutions/customer-support-automation
featuresDevOps automation tool for AI deployment, workflow, coding, and release deliveryhttps://latenode.com/solutions/devops-automation
featuresDone-for-you AI workflows for finance teams — AR collections, AP processing, reconciliation, month-end close, reporting, forecasting. We build it. Your team gets the close back.https://latenode.com/solutions/finance-automation
featuresMost tools handle one use case. Latenode connects employee setup, compensation ops, policy management, performance reviews, and other core business processes in one canvas, with AI built in.https://latenode.com/solutions/hr-automation
featuresDone-for-you AI workflows built for how your team actually works — from lead routing and close to replenishment, fulfillment, and reporting.https://latenode.com/solutions
featuresAutomate customer service with AI agents. Prioritize customer experience, improve resolution speed across every channel, and deliver AI customer service that scales — without scaling headcount.https://latenode.com/solutions/customer-support-automation
featuresMost tools automate one thing. Latenode handles your entire customer service operation — tickets, responses, routing, satisfaction scores, and CRM sync — in one canvas, with AI built in.https://latenode.com/solutions/customer-support-automation
featuresDrag-and-drop for ticket routing. JavaScript for custom logic. An AI Builder when you describe what you need. No dev queue needed — meet customer expectations faster.https://latenode.com/solutions/customer-support-automation
features1,200+ AI models & apps. Zero extra billing.https://latenode.com/solutions/customer-support-automation
featuresGPT-4o, Claude, Gemini, DeepSeek — all major models in your subscription. Deploy an AI customer service agent to handle customer interactions, draft replies, and classify tickets — no API keys, no separate contracts.https://latenode.com/solutions/customer-support-automation

These are first-party product claims, not independent measurements of AI-search visibility.

15

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gap2 first-page appearances across anthropic AI model, AI modelvs grok

Website intelligence — Collected evidence

Website evidence gaps

  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

16

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

PlatformPageHow it was foundNote
G2Latenode - AI Marketplace / G2Grounded web searchLatenode is an automation and AI workflow platform ... builder, native AI agent nodes, RAG-powered knowledge storage, browser and database nodes, and seamless third-party app integration. Instead of charging per workflow 'step', billing is based on actual
Software AdviceLatenode User ReviewsGrounded web search## Overall Rating ... 4.9 ... "My overall experience with Latenode has been quite positive, above all the integrated AI assistant is a standout feature, offering help ... "Somewhat mushy interface (for example, if you have two connections for the same service but with two different accounts due to security or other reasons, it is a little bit complicated to figure out what is what)." "Being new, there aren't many people trying out Latenode and you can't find a community that makes videos or tuto
Workflow AutomationLatenode Review 2025 - Features, Pricing & Alternatives / Workflow AutomationGrounded web searcht yet solved all the problems its target audience faces. The core proposition, visual building with real JavaScript execution, is executed genuinely well ... real. Three hundred integrations is a meaningful constraint. Documentation gaps create friction
latenode.comBuilt by people who ran out of patience with existing toolsGrounded web searchCapterra · G2 · Product Hunt · Trustpilot 4.9 ★★★★★ Capterra Verified reviews 4.7 ★★★★★ G2 Verified reviews 4.6 ★★★★★ Trustpilot Verified reviews 4.9 ★★★★★ Product Hunt Community rating #1 Product Hunt Top ranking
specifiction.orgLatenode in 2026: Pricing, Plans and Alternatives / SpecifictionGrounded web searchRating on Capterra 4.9 out of 5 from 68 reviews. Read 15 Oct 2026 · capterra.com Rating on G2 4.7 out of 5 from 45 reviews. Read 15 Oct 2026 · g2.com 4.9 out of 5 from 68 reviews. Read 15 Oct 2026 · getapp.co.uk
latenode.comLatenode vs Make: An Honest Comparison for 2026Grounded web search. The best parts of using LateNode are the user interface and the code editor. They make ... an automation in LateNode with the help of the code editor took less than half the time and was far less frustrating than building a similar one with Make and n8n

Customer proof

No named customers, testimonials, or customer case studies were found.

Independent mentions

  • Latenode Reviews / Read Customer Service Reviews of latenode.com — . Ive tried to resolve but nobody is responding. Such a shame as I only cancelled because we didnt need it for a few months. I would have gone back but not now if they cannot be trusted with financial data. Shame on you late node, shame on you!!!
  • Latenode : Build powerful AI agents / Create AI teams / Product Hunt — Reviewers mostly see Latenode as an easy, low-code automation tool that saves time on repetitive work through a clear drag-and-drop builder, broad integrations, webhooks, and the option to add custom code when needed. Many say it compares well with Zapier or Make on cost, reliability, and flexibility, with responsive support and reusable custom connectors standing out. The main complaints are thinner documentation, fewer native integrations for uncommon tools, and limits for complex AI-heavy wor
  • Automate anything.Just describe it. — 4.9 Capterra 4.7 G2 4.9 Product Hunt Trusted by 10,000+ teams For ... Latenode is an AI workflow automation platform. Describe what you want — it builds the workflow, connects 5,500+ integrations, and runs the AI. No API keys, no per-task billing.
  • Latenode Official Community — of the forum. Your suggestions help improve Latenode. ... / Announcements Updates, releases, and important news about Latenode. / 103 / / Tips & Tutorials For new users. This section contains step-by-step guides and tutorials that help new users

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

17

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipBring your Zapier or Make scenarios across — or have our team rebuild and run them for you, from $199.source
Contact and support### Reverse phone lookupsource
Legal and privacyWe use essential cookies to make our site work. With your consent, we may also use non-essential cookies to improve user experience, personalize content, customize advertisements, and analyze website traffic. For these rsource
Security and complianceZapier Free fits many small workflows and few runs: unlimited Zap workflows for one user, two steps each, 100 tasks a month counted on successful action steps, not trigger steps. On Make's Free plan each module action spsource
Uptime and status pageEnterprise is where the governance features live. The list runs to overage protection, access to Make's Value Engineering team, custom functions, enterprise apps such as Workday finance modules, Coupa, ServiceNow, Greenhsource
Domain registered2022-04-05—
Domain expires2028-04-05—

Every trust signal above is backed by a collected page or a registration record.

18

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Documentation / LatenodeDocumentationLatenode documentation — terms of service, privacy policy, cookie policy, and security information. (source)Not dated
Contact and supportSupportPublic contact and support channel. (source)Not dated
About Latenode — AI Workflow Automation PlatformRoadmapPublic product roadmap. (source)Not dated

Not found in the collected public sources: changelog or release notes, status page, separate help center or knowledge base.

Technical

19

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Runs in the cloud, 24/7 S31.S31
Platforms and appsWeb app S1.S1
API and extensibility (API, SDK, webhooks, MCP, plugins)Offers MCP server, webhooks, and APIs S18 S25.S18 S25
Data ownership and exportNot published on the collected pages.—
Performance and reliability claimsNot published on the collected pages.—
Release activityNot published on the collected pages.—
20

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2022-04-05 — Cloudflare, Inc.
Domain expires2028-04-05
First archived2023-03-08 — web archive
TLS certificateLet's Encrypt, valid, expires 2027-01-18
Security headersHSTS, X-Content-Type-Options
Headers not servedCSP, X-Frame-Options, Referrer-Policy
Server headercloudflare
Mail handled byaspmx.l.google.com, alt1.aspmx.l.google.com
Nameserversbill.ns.cloudflare.com, keyla.ns.cloudflare.com
21

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 98/100
  • Critical issues: 0
  • Warnings: 3
  • Notices: 4

Issues

SeverityIssueValueAffected URL
noticeMeta description length should be reviewed191https://latenode.com/products/agent
warningTitle length should be reviewed69https://latenode.com/products/app-builder
noticeMeta description length should be reviewed180https://latenode.com/products/embedded-ipaas
noticeMeta description length should be reviewed192https://latenode.com/ai-models
warningTitle length should be reviewed68https://latenode.com/products/mcp
noticeMeta description length should be reviewed179https://latenode.com/products/mcp
warningTitle length should be reviewed66https://latenode.com/solutions/marketing-automation

Crawled pages

StatusTitleH1sWordsResponseURL
200Latenode — AI Workflow Automation with 335+ LLMs Built In12762287 mshttps://latenode.com/
200Latenode Agent: Describe a Task, Get It Done and Put on Autopilot13425361 mshttps://latenode.com/products/agent
200AI App Builder: Describe an App, See It Built, Publish on Your Domain12397639 mshttps://latenode.com/products/app-builder
200Latenode Tables — Airtable Alternative That Runs Your Work12499342 mshttps://latenode.com/products/tables
200AI Agent Builder: Build AI Agents Fast with Latenode12127385 mshttps://latenode.com/products/agent-builder
200Build Free Custom AI Chatbot Grounded in Your Data via No-Code11735264 mshttps://latenode.com/products/custom-ai-chatbot
200Embedded iPaaS: AI Embedded Integration Platform for Enterprises11592301 mshttps://latenode.com/products/embedded-ipaas
200Scalable RAG Tool for Your Business by Latenode Platform11509270 mshttps://latenode.com/products/rag
200Integrations — MCP Servers & Workflow Automation \Latenode13044498 ms
200Latenode Pricing - Free Forever, Then Pay as You Go13460429 mshttps://latenode.com/pricing-plans
200AI Models on Latenode — 335+ LLMs (AI model, AI model, AI model & more)12016464 mshttps://latenode.com/ai-models
200Automation Templates - Latenode \Ready-to-Use Workflows12519763 ms
200MCP Connectors for AI Agents — 800 Apps on One MCP Server \Latenode12015418 ms
200MCP Builder: Build with AI, Run on App Events \Latenode13796252 ms
200Marketing Automation Software for Business — AI-Powered \Latenode12235276 ms

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

22

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct17.7%
search68.7%
search organic68.5%
search paid0.3%
social8.5%
social organic7.8%
social paid0.8%
referrals4.1%
paid referrals0.2%
mail0.4%
gen ai0.4%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

23

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention specific competitors by name, but they reference building on Huginn, Zapier, Make, and n8n S1. Evidence gaps include lack of detailed security certifications, uptime statistics, and specific customer case studies. Open questions remain about data export capabilities and enterprise-specific features.

24

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 15 collected pages from latenode.com, including the About page, product pages for MCP, RAG, and Agent, and documentation. The collection used static and browser rendering rendering, with a sitemap covering 500 URLs. External proof search was enabled but only one request was made. Pricing data was verified from the pricing page on 2026-10-21. Limitations include potential marketing bias and lack of independent verification of claims.

Paid against free, in your inbox

One job at a time: the paid tools worth paying for, the free ones you can run yourself, and who should pick which.

No tracking pixels. One click to leave. We use your address to send Stack Radar and nothing else. Privacy.