n8n vs Turbotic (2026)

Several hundred built in app nodes span CRM, marketing, ITSM, HR, databases, warehouses, cloud infrastructure, storage, messaging, security and finance, and major nodes such as Gmail, Google Drive, Google Sheets, Postgres and OpenAI each cover several families of operations. Core nodes add HTTP Request, GraphQL, SSH, Execute Command and Code for anything not in the catalog, community and custom nodes extend the set further, and the MCP Client node connects agents to external MCP servers. Sub-workflows and app nodes can be exposed to agents as tools.

Sourcedocs.n8n.io app nodes, core nodes, MCP Client and how tools work pagesread 2026-08-31

Automation AI connects to any service with an API. When a request needs an outside system, the AI asks for the key, explains where to find it and stores it as an environment variable, and the finished workflow then reads and writes in that system, adding a lead to Airtable or a CRM, sending an email or calling OpenAI.

HubSpot, Airtable, Google Sheets, Outlook and other email platforms, Jira, ServiceNow and UiPath are among the services it works with, and each integration is code Automation AI writes for that service's API rather than a maintained connector. Automation Orchestration reaches across UiPath, Blue Prism and Automation Anywhere robots and agents built on any framework, and when a failure is critical it opens the incident in ServiceNow, Jira or a similar service management tool without waiting for a person. The Turbotic AI Assistant connects to more than 200 business systems for the data it works on.

Sourceturbotic.com/platformread 2026-10-13

n8n workflows split with If and Switch conditionals, merge data, loop, wait, handle errors gracefully and run workflows with several branches in a defined execution order. Workflows can call other workflows, and converting nodes to a sub-workflow automatically brings along attached AI sub-nodes such as chat models and memory. Agent nodes act as root nodes orchestrating typed sub-node connections for language models, tools, memory and output parsers, and sub-workflows can be attached to an agent as tools. Canvas groups, sticky notes and workflow tags help organize large workflows.

Sourcedocs.n8n.io flow logic tree, break workflows into smaller parts, convert to sub-workflows and how tools work pagesread 2026-08-31

From one request, Automation AI writes a multistep workflow with its trigger, conditions, delays and actions, such as waiting 24 hours after a new lead before sending an email, and runs it on Turbotic's own service. Users can change the logic by chat or edit nodes and code by hand, with version history kept. Automation Orchestration coordinates robots, AI agents and workflows across vendors from one control plane, including hybrid automations that pass work between AI and RPA. How Orchestration decides which robot or agent takes a job is not spelled out.

Sourceturbotic.com/resources/blog/turbotic-automation-ai-tutorial-build-first-automation-step-by-stepread 2026-10-13

Trigger nodes include Schedule Trigger, Webhook, Chat Trigger, Email Trigger over IMAP, RSS Feed Trigger, Local File Trigger, SSE Trigger, n8n Form Trigger, Error Trigger, Activation Trigger, Workflow Trigger, Execute Sub-workflow Trigger, n8n Trigger, Evaluation Trigger, MCP Server Trigger and Microsoft Agent 365 Trigger.

On self hosted instances a durable scheduler runs time based workflows from a queue backed by the database. Agents can be published so people reach them through chat, channels and schedules, and a Respond to Webhook node plus streaming responses complete the request and response surface.

Sourcedocs.n8n.io core node reference, durable scheduler, build and manage agents and stream real-time responses pagesread 2026-08-31

Published automations run on a schedule, such as a news digest every morning at 7:00, when something happens in a connected app, such as a new lead arriving in HubSpot, or when another system calls them through a webhook or an API trigger. For IT operations, workflows start from monitoring alerts and system events. Scheduling comes with Basic and the plans above it, and a chat prompt starts work on demand. Automation Orchestration watches running robots and agents for failures and anomalies as they occur.

Sourceturbotic.com/resources/blog/turbotic-automation-ai-beginners-guideread 2026-10-13

Data can be stored and searched with vectors through vector databases, embeddings, retrievers and document loaders, and retrieval augmented generation pulls relevant context into a workflow. Vector store providers attach as sub-nodes so the index can be held in a database the customer runs, and a worked example scrapes website content into Pinecone and queries it from a chat workflow. Data tables manage structured tabular data within project boundaries, and Default Data Loader and text splitter components handle ingestion.

Sourcedocs.n8n.io store and search data with vectors, retrieve relevant context, use website content and data tables pagesread 2026-08-31

The Turbotic AI Assistant works on data a team uploads from any enterprise system, SaaS application or data source, and keeps conversations and material in shared workspaces, where it turns them into process documentation. Automation AI keeps files beside each automation in its dashboard and reads whatever a workflow fetches on each run. Neither keeps an index of company knowledge that an automation searches as it works, so grounding comes from what a team uploads or a workflow fetches at run time.

Sourceturbotic.com/turbotic-airead 2026-10-13

A memory sub-node on the Tools Agent lets users hold an ongoing conversation across several queries, but that memory does not persist between sessions, and the default Simple Memory node, previously named Window Buffer Memory, is a bounded buffer. Memory attaches to agents as a typed AiMemory sub-node, with session IDs taken from input data or a custom key and optionally scoped per node so separate memory nodes in one workflow do not share history. External chat memory backends can be attached in place of the simple buffer, and Data tables provide structured storage across runs.

Sourcedocs.n8n.io Tools Agent, how memory works, AI Agent common issues and data tables pagesread 2026-08-31

Each automation keeps its own version history, files and environment variables in the Turbotic dashboard, and the AI Assistant keeps work in shared workspaces. What an automation remembers between runs has no public description, and the product documentation needs a sign in.

Sourceturbotic.com/resources/blog/turbotic-automation-ai-beginners-guideread 2026-10-12

An AI Agent can be required to get a person's approval before it runs specific tools, and a human fallback brings in a person to answer when the AI cannot help. A dedicated Guardrails node ships as a core node for enforcing policy on AI workflows. Workflow reviews let a builder submit a version for review before publishing, compare changes in a visual diff, discuss them in activity comments, and approve or request changes. Wait and Stop And Error nodes pause and halt runs, and publishing a workflow is a separate step from saving it.

Sourcedocs.n8n.io human-in-the-loop for tools, set a human fallback, Guardrails node, workflow reviews and save and publish pagesread 2026-08-31

Automation AI includes team collaboration and approval flows for automations, and the user reviews each generated step on a visual canvas before publishing.

Turbotic's governance work sets human in the loop and escalation points, approval points, intervention rights and stop conditions for each process, and the platform enforces them where the automations run, with agents acting only within approved policies, permissions and operating modes.

Turbotic's agent platform promises approval gates on the way from test to production and an AI supervisor that flags drift or unsafe actions and escalates them to a person. A buyer cannot yet see how an approver finds and clears a waiting step.

Sourceturbotic.com/what-we-do/governance-complianceread 2026-10-13

An independent auditor evaluates n8n continuously and audits it each year against SOC 2. Its SOC 2 report is available to enterprise customers, a SOC 3 report is published for everyone else, and third party penetration tests of the production environment run at least once a year.

SSO, SAML and LDAP come on the Enterprise plan and advanced RBAC on all paid plans. Security settings add SAML and OIDC single sign on, MFA enforcement, a self service security audit, node blocking, task runner hardening, SSRF protection, encryption key rotation, JWE decryption of OAuth tokens and execution data redaction.

Sourcen8n.io legal security page, docs.n8n.io security configuration treeread 2026-09-29

Turbotic holds ISO 27001 certification for how it builds, hosts and runs its platform, and a SOC 2 Type II report on security, availability and confidentiality controls tested over time. In the Turbotic AI Assistant, a customer's administrators add, remove and suspend users, access, share and remove what users submit, and see logs of how people use the service.

Credentials for the services an automation connects to stay in environment variables, out of the workflow itself, and Turbotic's governance service sets data handling and access rules for each agent and automation. The agent platform promises role based access and policies that block unsafe actions before they run, but a buyer cannot check whether Automation AI signs people in through the company's own identity provider or which roles separate building an automation from running it.

Sourceturbotic.com/what-we-do/governance-complianceread 2026-10-13

Executions are first class objects. Teams can view all executions or those of a single workflow, add custom execution data so runs can be filtered by custom fields, and debug by copying earlier execution data into the canvas.

Workflow and node executions can be traced to an OpenTelemetry collector, alongside Prometheus metrics, metrics visualized in Grafana, log configuration and an insights metrics layer.

Workflow change history and version restore are available, execution data can be redacted for compliance, and a self hosted instance can connect to LangSmith for tracing through LangChain in n8n.

Sourcedocs.n8n.io understand executions, trace executions with OpenTelemetry, monitor n8n, view change history and LangChain in n8n pagesread 2026-08-31

Every Automation AI run writes a log of each step, the dashboard keeps a logs section beside each workflow, and each automation reports hours saved, money earned and the value it created. Automation Orchestration tracks performance, failures, cost and behavior across robots and agents, ranks anomalies by impact, groups the past week's errors by category and shows license use against potential savings, and its view of language model work covers prompt analysis, compliance oversight, usage and cost. Every recommendation, approval and action stays on record for audit.

Sourceturbotic.com/orchestrationread 2026-10-13

n8n installs with a one line setup, Docker, Docker Compose or npm, and deploys to DigitalOcean, Heroku, Hetzner, AWS, Azure, Google Cloud Run, Google Kubernetes and OpenShift Local, alongside managed n8n Cloud. An isolated configuration keeps the instance from connecting with n8n's servers. The customer chooses the database, binary and execution data can go to external storage, queue mode and task runners cover scaling, and an OEM path puts n8n inside another product. Editions run from Community and Registered Community to Business and Enterprise.

Sourcedocs.n8n.io install options, isolate n8n, choose n8n's database, scaling and compare editions pagesread 2026-08-31

Automation AI runs as a Turbotic cloud service, and the Enterprise plan adds an option to deploy it on premises in the customer's own environment. Turbotic AB is in Stockholm, personal data is processed at its operating offices and wherever the other parties to the processing sit, and Turbotic AI is sold only in the geographies Turbotic supports. Where the cloud service is hosted, and whether a customer can choose, is not public.

Sourceturbotic.com/platformread 2026-10-13

Templates are one of the named ways to build workflows, and self hosted instances can point at a custom workflow templates library. A curated self hosted AI Starter Kit provides a set of AI elements for starting AI workflows quickly. Each node links to browsable template collections for that node, and .n8np packages bundle workflows, folders or whole projects with their dependencies into a portable file for moving between instances. Learning paths offer interactive courses that build real workflows.

Sourcedocs.n8n.io use templates, configure a custom workflow templates library, deploy with the AI starter kit and n8n packages pagesread 2026-08-31

Automation AI starts every automation from a description of the job, with no forms and no templates by design. In the Turbotic AI Assistant a team saves its own templates and uses a built in meeting agent for summaries, action items and sentiment, and Turbotic's agent platform promises a shared library of tools, prompts and patterns for new agents to build on. All of it is material a team assembles itself, so a new customer starts from its own words rather than from a library of ready made automations.

Sourceturbotic.com/turbotic-airead 2026-10-13

The AI Agent node needs a connected Chat Model sub-node and errors without one, and clicking the Chat Model connector opens a selection of possible chat models. Models attach as sub-nodes, so different agents and chains in one workflow can use different models. Dedicated model provider nodes include OpenAI, Anthropic, Google Gemini, Mistral AI, Perplexity, Qwen Cloud, MiniMax and Moonshot Kimi, and the self hosted AI starter kit runs local models alongside n8n. LangChain is the underlying abstraction, with a LangSmith connection.

Sourcedocs.n8n.io AI Agent node and common issues, what agents do, app node reference and AI starter kitread 2026-08-31

Automation AI writes, tests and repairs workflows with Turbotic's own AI agents, whose underlying provider a customer neither sees nor picks. The automations it builds can call OpenAI or any other AI service a user adds a key for, so the model inside a finished workflow is the customer's choice, and Turbotic's agent platform promises agents built on OpenAI, Anthropic, Google or open source models. Turbotic does not use what customers submit to Turbotic AI to train generative models.

Sourceturbotic.com/resources/blog/turbotic-launches-automation-airead 2026-10-13

The MCP Server Trigger node lets n8n act as a Model Context Protocol server, making n8n tools and workflows available to MCP clients over SSE or streamable HTTP. MCP clients can build and run n8n workflows, and admins oversee connected MCP clients and can revoke their consent. A public REST API is available and can be disabled.

Custom and community nodes extend the catalog, npm modules can be enabled in the Code node, and .n8np packages export workflows, folders or whole projects as portable files with a manifest, size limits and API key scopes. An OEM path embeds n8n in another product using OAuth 2.0 token exchange, iframe SSO and delegated API access.

Sourcedocs.n8n.io MCP Server Trigger, connect to n8n MCP server, n8n packages, security and OEM deployment pagesread 2026-08-31

Turbotic AI, the assistant, issues API keys, allows programmatic access to its output only through its API and holds callers to rate limits, with the API reference behind a customer sign in. Inside Automation AI, each workflow opens to manual node editing and a code editor that explains what the code does. A developer outside the product has no public reference, SDK or MCP server to build against.

Sourceturbotic.com/termsread 2026-10-13

Evaluation and Evaluation Trigger core nodes ship with the platform. Builders run quick evaluations during development against known test cases and use metric based evaluations to measure, score and improve production workflow performance over time, with guidance on why to test and how to fix common issues. Debugging uses pin and mock data, debug executions that copy earlier execution data into the current workflow, manual and partial runs, and dirty node tracking.

Sourcedocs.n8n.io test and improve AI workflows section, Evaluation and Evaluation Trigger nodes, understand executions pagesread 2026-08-31

Before publishing, a user runs a live test and reads the log of each step, and Automation AI writes, tests and fixes its own code while it builds, with version history to step back to. Testing is a run and a read of the log, with no saved test cases to rerun after a change.

Sourceturbotic.com/resources/blog/turbotic-automation-ai-tutorial-build-first-automation-step-by-stepread 2026-10-13

n8n ships an Airtop app node that controls a cloud based web browser for querying, scraping and interacting with web pages, with operations to manage browser sessions and windows and to click an element, fill a form, hover, scroll and type, authenticated with Airtop credentials. Airtop is a third party browser engine wired in through a node, not a browser n8n ships itself. None of n8n's core nodes is a browser, desktop or computer use node, and SSH and Execute Command run commands on remote hosts.

Sourcedocs.n8n.io Airtop node pageread 2026-09-29

Turbotic sells browser automation alongside API work, for jobs that cross systems, APIs and browser tasks, but how a browser run is driven, by which engine and whether an agent operates the browser on its own, is left to a sales conversation. Automation AI itself is API first and writes custom code for each service, and Automation Orchestration watches the RPA robots that click through screens without steering them.

Sourceturbotic.com/resources/blog/turbotic-vs-zapier-enterprise-automation-comparisonread 2026-10-13