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Gemini Enterprise Agent Platform vs n8n: a Google Cloud agent platform or a platform for AI agents and workflows

Gemini Enterprise Agent Platform

Google Cloud platform to build, deploy, govern, and optimize AI agents

n8n

Platform for AI agents and workflows you can see and control, built visually or with code

Short answer

Gemini Enterprise Agent Platform is Google Cloud’s platform to build, deploy, and govern agents; n8n describes itself as a platform for building AI agents and workflows, visually or with code.⁠Source 1, Source 2, Source 3 Agent Platform has a registry, agent identities (API in preview), and a policy gateway; n8n runs in its cloud or self-hosted, with Agents in preview.⁠Source 4, Source 5, Source 6, Source 7, Source 8, Source 9

By Blocks.ai teamLast checked

Where each one sits

Six layers of running AI agents at a company, and what each product’s own public sources say it covers.

These aren’t the same kind of product

Where they overlap
Both build and run agents with models from several providers, and both can check an agent’s tool calls: Agent Platform at its gateway, n8n with human approval.⁠Source 1, Source 3, Source 7, Source 10, Source 11
Where they differ
Agent Platform has a per-project registry, and agents on supported runtimes can have their own identity; n8n says access to an agent, in preview, follows n8n roles.⁠Source 5, Source 12, Source 13
Running both
Both work with MCP: Agent Gateway can apply access permissions to agents’ calls to third-party MCP servers, and n8n’s MCP Server Trigger can expose n8n tools to external AI agents.⁠Source 7, Source 14
Public sources · checked 2 October 2026
  • Offered
  • Preview
  • Not publicly documented

Gemini Enterprise Agent Platform

  • Build agents: OfferedAgent Studio low-code canvas⁠Source 1
  • Host and run agents: OfferedAgent Runtime⁠Source 7
  • Identity and access: OfferedSPIFFE-based Agent Identity⁠Source 5
  • Registry and governance: OfferedAgent Registry⁠Source 4
  • Traffic between agents, tools, and models: OfferedAgent Gateway⁠Source 7
  • Agents across organizations: OfferedGateway calls to outside agents⁠Source 7

n8n

  • Build agents: OfferedLangChain-based AI Agent node⁠Source 15
  • Host and run agents: OfferedYour infrastructure or n8n’s⁠Source 3
  • Identity and access: Not publicly documented
  • Registry and governance: PreviewAgents stored in projects⁠Source 9
  • Traffic between agents, tools, and models: OfferedMCP client for external tools⁠Source 14
  • Agents across organizations: Not publicly documented

At a glance

TopicGemini Enterprise Agent Platformn8n
Where it runsOn Google Cloud: Agent Gateway is a managed, regional component.⁠Source 12, Source 16 Self-hosting the registry or gateway is not publicly documented.Fully managed n8n Cloud, hosted on Microsoft Azure, currently in the EU, or self-hosted on your own infrastructure.⁠Source 8, Source 17
Agent registryAgent Registry catalogs agents, MCP servers, and tools per Google Cloud project, and can list agents hosted elsewhere by manual registration.⁠Source 4, Source 12, Source 18Agents, in preview, live in n8n projects alongside workflows.⁠Source 9 A registry of agents built outside n8n is not publicly documented.
Agent identityAgents on Agent Runtime, the Gemini Enterprise app, and Cloud Run can each have a SPIFFE-based Agent Identity.⁠Source 5n8n says access to an agent, in preview, follows n8n roles, and each tool runs with its attached credential.⁠Source 13 Per-agent identity from n8n is not publicly documented.
Pricing modelAgent Registry is free; skill scanning is billed from January 2027.⁠Source 19 Agent Gateway egress is $0.085 per 15,000 requests; Agent Runtime bills per vCPU-hour and GiB-hour of memory.⁠Source 20By monthly workflow executions, with unlimited users on paid plans.⁠Source 21 Cloud Starter is $20 a month, billed annually; Enterprise is through sales; self-hosted Community is free.⁠Source 21, Source 22
MaturityGoogle announced it on 22 April 2026.⁠Source 23 Agent Registry and Agent Gateway generally available since 18 June 2026.⁠Source 6n8n’s changelog dates Agents (preview) to September 2026.⁠Source 24 A new minor version ships most weeks, with a stable version for production.⁠Source 24

What each one is

Gemini Enterprise Agent Platform

Gemini Enterprise Agent Platform is Google Cloud’s platform to build, deploy, govern, and optimize agents, described as an evolution of Vertex AI.⁠Source 1, Source 2 Agent Registry catalogs agents, Agent Identity can give agents on supported runtimes an identity, and Agent Gateway applies policy checks to agent traffic.⁠Source 4, Source 5, Source 7

n8n

n8n describes itself as a platform for building AI agents and workflows, visually or with code, on fully managed n8n Cloud or self-hosted.⁠Source 3, Source 8 Its AI nodes implement LangChain’s JavaScript framework.⁠Source 15 Its Agents feature, in preview, keeps agents in n8n projects alongside workflows.⁠Source 9

The differences that matter

  1. How agents are built

    Gemini Enterprise Agent Platform

    Teams can design agents in Agent Studio, a low-code canvas, or build them with the Agent Development Kit, and run them on Agent Runtime.⁠Source 1, Source 7

    n8n

    Agents can be built in visual workflows with LangChain-based AI nodes, adding JavaScript or Python anywhere; in preview, also in the Agent Builder.⁠Source 3, Source 9, Source 15

    Agent Platform offers more than 200 models through Model Garden; n8n workflows can connect providers such as OpenAI, Anthropic, and Google.⁠Source 1, Source 10, Source 23

  2. Where it runs

    Gemini Enterprise Agent Platform

    Agent Gateway is managed and regional; agent infrastructure in a supported location keeps data at rest there.⁠Source 16, Source 25 Self-hosting the registry or gateway: not publicly documented.

    n8n

    n8n Cloud is fully managed, currently in the EU; self-hosted n8n can run on your own infrastructure, on premises, or in a private cloud.⁠Source 8, Source 17, Source 26

    On self-hosted n8n, paid license keys must ping n8n’s license server daily; air-gapped installs can use a license certificate instead.⁠Source 21, Source 27

  3. Controls on what agents do

    Gemini Enterprise Agent Platform

    By default, agents’ outbound gateway calls are blocked unless an IAM access policy grants them; Model Armor filters can scan prompts and tool responses.⁠Source 7

    n8n

    Workflows can require human approval before an AI Agent node runs a tool; in preview, agents can pause for approval before sensitive tools.⁠Source 9, Source 11

For security teams

What a security review asks, answered from each vendor’s public documentation.

TopicGemini Enterprise Agent Platformn8n
Network exposureAgent Gateway can front Agent Runtime agents and check their outbound calls.⁠Source 7 Outbound-only connection for outside agents: not publicly documented.n8n’s built-in MCP server lets supported clients connect; for cloud-based ones, n8n says to make the instance publicly accessible.⁠Source 28
IdentityAgents on supported runtimes can have a SPIFFE-based Agent Identity, generally available; the Agent Identity API is in preview.⁠Source 5, Source 6SAML sign-in on Business and Enterprise plans, OIDC on Enterprise.⁠Source 29, Source 30 Per-agent identity from n8n is not publicly documented.
Access changes and revocationDeny rules override allow rules.⁠Source 31 Deleting an agent leaves its IAM bindings as inactive grants, to be removed by hand.⁠Source 5n8n disconnects a revoked OAuth MCP client at once.⁠Source 28 In preview, unpublishing stops users, channels, and schedules running an agent.⁠Source 9
Audit trailRegistry admin changes are audit-logged; other calls only if Data Access logs are on.⁠Source 32, Source 33 Gateway logs record access requests.⁠Source 34Enterprise plans can stream events to syslog, a webhook, or Sentry.⁠Source 35 In preview, agent conversations are kept as sessions.⁠Source 9
ComplianceIn scope for ISO 27001, SOC 1, 2, and 3, and PCI DSS, and in Google Cloud’s HIPAA BAA.⁠Source 36, Source 37n8n says the company holds a SOC 2 Type 2 report, for enterprise customers, and a SOC 3.⁠Source 17, Source 38

Full comparison

18 criteria in five groups. Every cell links to its source, or says no public source answers it.

Gemini Enterprise Agent Platform and n8n compared on 18 criteria
Gemini Enterprise Agent Platformn8n
What it is
What it is and who it’s forA Google Cloud platform to build, deploy, govern, and optimize AI agents, described as an evolution of Vertex AI, for developers and technical teams.⁠Source 1, Source 2n8n calls itself a platform for building AI agents and workflows, visually or with code.⁠Source 3 The Enterprise plan targets strict compliance and governance needs.⁠Source 21
MaturityGoogle announced it on 22 April 2026.⁠Source 23 Registry and Gateway GA 18 June 2026.⁠Source 6 Agent Identity is generally available; the Agent Identity API is in preview.⁠Source 6A new minor version most weeks, with a stable version for production.⁠Source 24 n8n’s changelog dates Agents (preview) to September 2026; their behavior may change.⁠Source 9, Source 24
Control
Agent registry and discoveryAgent Registry: a per-project catalog of agents, MCP servers, and tools.⁠Source 4, Source 12 Agents on supported runtimes can be registered automatically, others manually.⁠Source 39, Source 40Agents, in preview, live in an n8n project alongside workflows.⁠Source 9 A registry of agents built outside n8n is not publicly documented.
Identity and access controlSPIFFE-based Agent Identity on supported runtimes.⁠Source 5 Outbound gateway calls are denied by default.⁠Source 7 The gateway can limit which clients reach Runtime agents.⁠Source 7Project roles set what a user can do in a project (self-hosted Community must be registered).⁠Source 41 SAML on Business and Enterprise, OIDC on Enterprise.⁠Source 29, Source 30
Ownership, policy, and revocationAllow and deny policies (deny overrides allow), enforce and dry-run modes, and Model Armor filters.⁠Source 7, Source 31 An agent owner field is not publicly documented.Human approval can be required before an AI Agent node runs a tool.⁠Source 11 Agents (preview) can be unpublished, so users, channels, and schedules can’t run them.⁠Source 9
Audit log and observabilityRegistry admin changes are audit-logged; reads only if Data Access logs are on.⁠Source 32, Source 33 Gateway logs record access requests.⁠Source 34 Traces need agents’ OpenTelemetry data.⁠Source 42On Enterprise, log streaming sends events to syslog, a webhook, or Sentry.⁠Source 35 Agent sessions (preview) show messages, tools used, and pending approvals.⁠Source 9
Connection
How agents connectAgent Gateway can govern calls in and out of Runtime agents, and out of the Gemini Enterprise app.⁠Source 7 Outside agents can be registered by endpoint or agent card.⁠Source 18The MCP Server Trigger node exposes a URL.⁠Source 43 For cloud-based clients of its built-in MCP server, n8n says to make the instance publicly accessible.⁠Source 28
Agents across organizationsAgent Runtime agents can call outside agents.⁠Source 7 Google says Runtime A2A agents (preview) handling their own auth can be exposed to untrusted callers.⁠Source 44The MCP Server Trigger node can expose n8n tools to external AI agents.⁠Source 14 A cross-organization access model is not publicly documented.
Protocol supportAgent Registry catalogs MCP servers and A2A agents; Agent Gateway carries MCP and A2A traffic.⁠Source 7, Source 40, Source 45 A2A agents on Agent Runtime are in preview.⁠Source 46Can act as an MCP client, and as an MCP server through a trigger node or a built-in instance server.⁠Source 14, Source 28, Source 43 First-party A2A support is not publicly documented.
Frameworks, models, and clouds supportedAgent Development Kit or any open-source framework, with Gemini or other Model Garden models.⁠Source 47 Agents hosted outside Google Cloud can be registered manually.⁠Source 18AI nodes implement LangChain’s JavaScript framework, with your choice of agent, LLM, and memory.⁠Source 15 Managing agents built elsewhere is not publicly documented.
Operations
Deployment options and data residencyAgent Gateway is managed and regional.⁠Source 16 Agent data at rest stays in a supported location you pick.⁠Source 25 Self-hosting the registry or gateway: not publicly documented.n8n Cloud runs on Microsoft Azure, with data stored in Frankfurt, Germany.⁠Source 17, Source 21 Self-hosted n8n can run on premises or in a private cloud.⁠Source 26
Compliance attestationsListed for ISO 27001, 27017, and 27018, SOC 1, 2, and 3, and PCI DSS, and in the HIPAA BAA.⁠Source 36, Source 37 Access Transparency isn’t available for Agent Registry.⁠Source 6n8n says the company holds a SOC 2 Type 2 report and lists SOC 3 and GDPR.⁠Source 38 The SOC 2 report is for enterprise customers.⁠Source 17
Support and SLAGoogle Cloud support packages, with options such as 24/7 coverage.⁠Source 48 An uptime SLA naming the registry, gateway, or runtime is not publicly documented.Dedicated support on Enterprise only, with guaranteed response times available through SLAs.⁠Source 21 An uptime SLA percentage is not publicly documented.
Time and effort to get runningA Google Cloud project with the Agent Registry API enabled, plus the Identity-Aware Proxy API for gateway policy.⁠Source 12 Google recommends dry-run mode in staging.⁠Source 31A 14-day Cloud trial, or a one-step local setup with Docker.⁠Source 26, Source 49 Self-hosted paid plans use a license key that pings n8n daily, or a certificate if air-gapped.⁠Source 21, Source 22, Source 27
Pricing model and public pricesAgent Registry is free; skill scanning is billed from January 2027.⁠Source 19 Gateway egress: $0.085 per 15,000 requests; runtime: $0.085 a vCPU-hour.⁠Source 20 Monthly free tier.⁠Source 20By monthly workflow executions, unlimited users on paid plans.⁠Source 21 Cloud Starter $20 and Pro $50 a month, billed annually.⁠Source 21 Self-hosted Community edition is free.⁠Source 22
Building
Agent building toolsAgent Studio (low-code canvas), the open-source Agent Development Kit, and Agent Garden prebuilt agents and templates.⁠Source 1, Source 47 A Managed Agents API is in preview.⁠Source 1A visual editor with JavaScript or Python anywhere in a workflow, LangChain-based AI nodes, and the Agent Builder, in preview.⁠Source 3, Source 9, Source 15
Model accessGoogle says Model Garden offers more than 200 models, including Gemini, third-party models such as Anthropic’s Claude, and open-source models.⁠Source 1, Source 23AI workflows can connect providers such as OpenAI, Anthropic, and Google, and combine models.⁠Source 10 Bring-your-own-LLM uses your own API credentials.⁠Source 50
Integrations and ecosystemAgents in Agent Registry can be made available to users of the Gemini Enterprise app.⁠Source 16 Google’s own remote MCP servers are registered automatically.⁠Source 45Over 500 integrations, per n8n’s homepage; n8n also states 600+ community-built templates for agentic workflows.⁠Source 3, Source 51 A built-in registry of MCP servers.⁠Source 52

Which to choose

Choose Gemini Enterprise Agent Platform if

  • You want one Google Cloud platform to build, host, and govern agents, with what Google says are over 200 models.⁠Source 1, Source 7, Source 23
  • You want a SPIFFE-based identity per agent on supported runtimes, and outbound gateway calls blocked by default unless IAM policy allows them.⁠Source 5, Source 7
  • You need agent data at rest kept in a supported location you select, and ISO, SOC, PCI DSS, and HIPAA BAA coverage.⁠Source 25, Source 36, Source 37
  • Your agents already run on Google Cloud, where agents on supported runtimes, such as Google Kubernetes Engine, can be registered automatically.⁠Source 39, Source 40

Choose n8n if

  • You want to build agents and workflows visually, writing JavaScript or Python where you need it, as n8n describes.⁠Source 3
  • You want to self-host on premises or in a private cloud, or use managed n8n Cloud with data stored in the EU.⁠Source 8, Source 21, Source 26
  • You want pricing by workflow executions with unlimited users on paid plans, and a free self-hosted Community edition to start.⁠Source 21, Source 22
  • You want human approval before an AI Agent node runs a tool, and over 500 integrations, per n8n’s homepage.⁠Source 3, Source 11

Questions buyers ask

Is Gemini Enterprise Agent Platform the same as the Gemini Enterprise app?

Agent Platform is Google Cloud’s platform to build, deploy, govern, and optimize agents.⁠Source 1 The Gemini Enterprise app is a separate product: agents in Agent Registry can be associated with it to make them available to its end users.⁠Source 16

Can either one govern agents built elsewhere?

Agent Registry lists agents hosted outside Google Cloud by manual registration; Agent Gateway can govern traffic for agents on Agent Runtime and in the Gemini Enterprise app.⁠Source 7, Source 18 n8n’s agents, in preview, live in n8n projects; governing agents built outside n8n is not publicly documented.⁠Source 9

Do they support MCP and A2A?

Agent Registry catalogs MCP servers and A2A agents, and Agent Gateway carries MCP and A2A traffic; A2A agents on Agent Runtime are in preview.⁠Source 7, Source 40, Source 45, Source 46 n8n can act as an MCP client and as an MCP server; first-party A2A support is not publicly documented.⁠Source 14, Source 43

How is each one priced?

Agent Registry is free; skill scanning is billed from January 2027.⁠Source 19 Agent Gateway egress is $0.085 per 15,000 requests, and Agent Runtime $0.085 per vCPU-hour plus memory.⁠Source 20 n8n prices by monthly workflow executions; one agent turn, in preview, counts as one execution.⁠Source 9, Source 21

How we compare

Read the full method

Every claim on this page links to a public source. Where none answers a question, the page says so.

We re-check every fact at least every 90 days. This page was last checked .

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Sources

57 public sources, each with the date we checked it. Every one opens in a new tab.

  1. Source 1: Agent Platform overview Google · checked Back:abcdefghijkl

  2. Source 2: Gemini Enterprise Agent Platform (formerly Vertex AI) Google · checked Back:abc

  3. Source 3: AI Workflow Automation Platform - n8n n8n · checked Back:abcdefghij

  4. Source 4: Agent Registry overview Google · checked Back:abcde

  5. Source 5: Agent Identity overview Google · checked Back:abcdefghi

  6. Source 6: Gemini Enterprise Agent Platform release notes Google · checked Back:abcdef

  7. Source 7: Agent Gateway overview Google · checked Back:abcdefghijklmnopqrst

  8. Source 8: Choose how to use n8n n8n · checked Back:abcde

  9. Source 9: Build and manage agents n8n · checked Back:abcdefghijklmno

  10. Source 10: Integrate AI n8n · checked Back:abc

  11. Source 11: Human-in-the-loop for tools n8n · checked Back:abcd

  12. Source 12: Set up Agent Registry Google · checked Back:abcde

  13. Source 13: Introducing n8n Agents n8n · checked Back:ab

  14. Source 14: MCP Client Tool n8n · checked Back:abcde

  15. Source 15: LangChain in n8n n8n · checked Back:abcde

  16. Source 16: Import A2A agents from Agent Registry Google · checked Back:abcde

  17. Source 17: Security at n8n n8n · checked Back:abcde

  18. Source 18: Use manual registration Google · checked Back:abcd

  19. Source 19: Agent Registry pricing Google · checked Back:abc

  20. Source 20: Gemini Enterprise Agent Platform pricing Google · checked Back:abcd

  21. Source 21: n8n Plans and Pricing n8n · checked Back:abcdefghijkl

  22. Source 22: Compare editions n8n · checked Back:abcd

  23. Source 23: Introducing Gemini Enterprise Agent Platform, powering the next wave of agents Google · checked Back:abcde

  24. Source 24: Changelog n8n · checked Back:abcd

  25. Source 25: Supported locations for agents in Agent Platform Google · checked Back:abc

  26. Source 26: Host n8n n8n · checked Back:abcd

  27. Source 27: Manage your license n8n · checked Back:ab

  28. Source 28: Connect to n8n MCP server n8n · checked Back:abcd

  29. Source 29: Set up SAML n8n · checked Back:ab

  30. Source 30: Set up OIDC n8n · checked Back:ab

  31. Source 31: IAM Access policies overview Google · checked Back:abc

  32. Source 32: Agent Registry audit logging Google · checked Back:ab

  33. Source 33: Cloud Audit Logs overview Google · checked Back:ab

  34. Source 34: Monitor traffic through Agent Gateway Google · checked Back:ab

  35. Source 35: Stream logs to external systems n8n · checked Back:ab

  36. Source 36: Google Cloud Platform Services in Scope by Compliance Program Google · checked Back:abc

  37. Source 37: HIPAA compliance on Google Cloud Google · checked Back:abc

  38. Source 38: n8n Trust Center n8n · checked Back:ab

  39. Source 39: Use automatic registration Google · checked Back:ab

  40. Source 40: Register agents Google · checked Back:abcd

  41. Source 41: Set permissions and roles (RBAC) n8n · checked Back to text

  42. Source 42: Observability overview Google · checked Back to text

  43. Source 43: MCP Server Trigger n8n · checked Back:abc

  44. Source 44: Share an agent Google · checked Back to text

  45. Source 45: Register MCP servers Google · checked Back:abc

  46. Source 46: Create an Agent2Agent agent Google · checked Back:ab

  47. Source 47: Build with Gemini Enterprise Agent Platform Google · checked Back:ab

  48. Source 48: Getting help for agents Google · checked Back to text

  49. Source 49: Try free then choose a plan n8n · checked Back to text

  50. Source 50: n8n AI Terms n8n · checked Back to text

  51. Source 51: n8n AI agent builder n8n · checked Back to text

  52. Source 52: MCP servers n8n · checked Back to text

  53. Source 53: Why Blocks? Blocks.ai · checked Back to text

  54. Source 54: What is Blocks? Blocks.ai · checked Back to text

  55. Source 55: Your company's private network Blocks.ai · checked Back to text

  56. Source 56: Network requirements Blocks.ai · checked Back to text

  57. Source 57: Solutions: Agent sprawl Blocks.ai · checked Back to text