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CrewAI AMP vs Gemini Enterprise Agent Platform

CrewAI AMP

Platform for deploying, monitoring, and scaling CrewAI crews and agents

Gemini Enterprise Agent Platform

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

Short answer

Both are platforms to build and deploy agents: CrewAI AMP for crews and flows built with CrewAI, and Gemini Enterprise Agent Platform for agents from any open-source framework.⁠Source 1, Source 2, Source 3, Source 4 AMP’s Enterprise plan can run in your own VPC or infrastructure; Agent Platform runs on Google Cloud and can give agents on supported runtimes their own identity.⁠Source 5, Source 6, Source 7

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.

Public sources · checked 2 October 2026
  • Offered
  • Preview

CrewAI AMP

  • Build agents: OfferedCrew Studio visual editor⁠Source 8
  • Host and run agents: OfferedManaged infrastructure for crews⁠Source 1
  • Identity and access: OfferedPer-deployment allow lists⁠Source 9
  • Registry and governance: OfferedAgent Repositories⁠Source 10
  • Traffic between agents, tools, and models: OfferedCustom MCP server connections⁠Source 11
  • Agents across organizations: PreviewPublic A2A agents⁠Source 12

Gemini Enterprise Agent Platform

  • Build agents: OfferedAgent Studio low-code canvas⁠Source 3
  • Host and run agents: OfferedAgent Runtime⁠Source 13
  • Identity and access: OfferedSPIFFE-based Agent Identity⁠Source 7
  • Registry and governance: OfferedAgent Registry⁠Source 14
  • Traffic between agents, tools, and models: OfferedAgent Gateway⁠Source 13
  • Agents across organizations: OfferedGateway calls to outside agents⁠Source 13

At a glance

TopicCrewAI AMPGemini Enterprise Agent Platform
Agent frameworksDeploys crews and flows built with CrewAI, in code or in Crew Studio.⁠Source 1, Source 2 AMP’s docs don’t describe deploying agents built with other frameworks.The Agent Development Kit or any other open-source framework, or Agent Studio, a low-code visual canvas.⁠Source 3, Source 4
Where agents runOn managed infrastructure.⁠Source 1 The Enterprise plan can run on CrewAI’s cloud, your own VPC, or your own infrastructure.⁠Source 5On Agent Runtime, with data at rest kept in the supported location you select.⁠Source 13, Source 15 Self-hosting Agent Registry or Agent Gateway is not publicly documented.
Access controlThe Enterprise plan lists role-based access control and SSO.⁠Source 5 Role-based access can make a deployment private to allow-listed users and roles.⁠Source 9Agents on supported runtimes can get a SPIFFE-based identity.⁠Source 7 By default, outbound calls through Agent Gateway are blocked unless an IAM access policy grants them.⁠Source 13
Pricing modelBasic is free, with 50 workflow executions a month.⁠Source 5 Enterprise is custom-priced.⁠Source 5By use: Agent Runtime compute is $0.085 per vCPU-hour; Agent Gateway egress is $0.085 per 15,000 requests.⁠Source 16 Agent Registry is free; skill scanning is billed from January 2027.⁠Source 17
LaunchCrewAI’s platform took the AMP name in October 2025.⁠Source 18, Source 19 The Platform API is in beta.⁠Source 20Google announced it on 22 April 2026.⁠Source 21 Agent Registry and Agent Gateway generally available since 18 June 2026.⁠Source 22 Agent Identity is generally available; the Agent Identity API is in preview.⁠Source 22

What each one is

CrewAI AMP

CrewAI AMP is CrewAI’s platform for deploying, monitoring, and scaling crews and agents in production, extending its open-source framework.⁠Source 1 Teams build crews in code, or in Crew Studio with natural language and a visual editor.⁠Source 1, Source 8 CrewAI’s October 2025 launch post called it CrewAI AOP.⁠Source 18

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 3, Source 6 Agent Registry catalogs agents and MCP servers, Agent Identity can give agents on supported runtimes identities, and Agent Gateway checks traffic against policy.⁠Source 7, Source 13, Source 14, Source 23

The differences that matter

  1. Frameworks and building

    CrewAI AMP

    AMP deploys crews and flows built with CrewAI, in code or in Crew Studio⁠Source 1, Source 2; its docs don’t describe deploying other frameworks’ agents.

    Gemini Enterprise Agent Platform

    Agents can be built with the Agent Development Kit, any other open-source framework, or Agent Studio’s low-code canvas, and run on Agent Runtime.⁠Source 3, Source 4, Source 13

    Both include a visual builder: CrewAI’s Crew Studio and Google’s Agent Studio.⁠Source 3, Source 8

  2. Identity and access

    CrewAI AMP

    Enterprise lists SSO and role-based access control, which can limit a deployment to allow-listed users and roles; a crew’s API calls need a bearer token.⁠Source 5, Source 9, Source 24

    Gemini Enterprise Agent Platform

    Agents on supported runtimes can get a SPIFFE-based identity; by default, outbound calls through Agent Gateway are blocked unless an IAM access policy allows them.⁠Source 7, Source 13

    A distinct identity for each agent on AMP is not publicly documented. Google’s gateway can control which clients reach an agent only when it runs on Agent Runtime.⁠Source 13

  3. Hosting and data location

    CrewAI AMP

    The Enterprise plan can run on CrewAI’s cloud, your own VPC, or your own infrastructure⁠Source 5; data residency commitments are not publicly documented.

    Gemini Enterprise Agent Platform

    In supported locations, Agent Runtime and Agent Gateway keep data at rest in the location you select; self-hosting the gateway is not publicly documented.⁠Source 15

    CrewAI’s pricing table lists a dedicated VPC and NAT for Enterprise, either CrewAI’s or the customer’s.⁠Source 5 Google describes Agent Gateway as a managed, regional component.⁠Source 23

For security teams

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

TopicCrewAI AMPGemini Enterprise Agent Platform
Network exposureA deployed crew’s API is protected by a bearer token.⁠Source 25 Custom MCP servers AMP connects to must be internet-reachable.⁠Source 11Agent Gateway manages mTLS connections and applies policy checks to traffic; its inbound mode supports only Agent Runtime agents.⁠Source 13
IdentityEnterprise lists role-based access control and SSO with Microsoft Entra or Okta.⁠Source 5 Per-agent identity is not publicly documented.SPIFFE-based Agent Identity for agents on supported runtimes, generally available; the Agent Identity API is in preview.⁠Source 7, Source 22
Access changes and revocationOn Enterprise, a role permission allows deleting an automation.⁠Source 5, Source 9 Revoking a Platform API service account (beta) disables it immediately.⁠Source 20, Source 26Deny rules override allow rules.⁠Source 27 Deleting an agent leaves its IAM bindings as inactive grants, to be removed by hand.⁠Source 7
Audit trailExecution traces, exportable to your own OpenTelemetry collector.⁠Source 28, Source 29 AMP’s docs don’t describe a platform-wide audit log of admin events.Registry admin changes are audit-logged; other calls only if Data Access logs are on.⁠Source 30, Source 31 Gateway logs record access requests.⁠Source 32
ComplianceCrewAI says it maintains a SOC 2 Type 2 certified security program.⁠Source 33Listed in scope for ISO 27001, SOC 1, 2, and 3, and PCI DSS, and in Google Cloud’s HIPAA BAA.⁠Source 34, Source 35

Full comparison

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

CrewAI AMP and Gemini Enterprise Agent Platform compared on 18 criteria
CrewAI AMPGemini Enterprise Agent Platform
What it is
What it is and who it’s forCrewAI’s platform for deploying, monitoring, and scaling crews and agents in production.⁠Source 1 It extends CrewAI’s open-source framework.⁠Source 1Google Cloud platform to build, deploy, govern, and optimize AI agents, described as an evolution of Vertex AI, for developers and technical teams.⁠Source 3, Source 6
MaturityCrewAI’s platform took the AMP name in October 2025.⁠Source 18, Source 19 The Platform API is in beta.⁠Source 20Google announced it on 22 April 2026.⁠Source 21 Registry and Gateway GA 18 June 2026.⁠Source 22 Agent Identity is generally available; the Agent Identity API is in preview.⁠Source 22
Control
Agent registry and discoveryAgent Repositories, on both plans, let an organization store, share, and reuse agent definitions.⁠Source 5, Source 10 Automations is the operations hub for deployed crews.⁠Source 36Agent Registry: a per-project catalog of agents, MCP servers, and tools.⁠Source 14, Source 37 Agents on supported runtimes can be registered automatically, others manually.⁠Source 38, Source 39
Identity and access controlEnterprise lists role-based access control, which can make a deployment private to allow-listed users and roles, and SSO with Microsoft Entra or Okta.⁠Source 5, Source 9SPIFFE-based Agent Identity for agents on supported runtimes.⁠Source 7 By default, outbound gateway calls are blocked unless an IAM access policy grants them.⁠Source 13
Ownership, policy, and revocationOn Enterprise, custom roles can set most features to Manage, Read, or No access.⁠Source 5, Source 9 Flows can pause for human review.⁠Source 40 Agent owner field: not publicly documented.Allow and deny access policies (deny overrides allow), enforce and dry-run modes, and Model Armor filters.⁠Source 13, Source 27 Agent owner field: not publicly documented.
Audit log and observabilityExecution traces from inputs to outputs, with OpenTelemetry export to your own collector.⁠Source 28, Source 29 AMP’s docs don’t describe a platform-wide audit log of admin events.Registry admin changes are audit-logged; reads only if Data Access logs are on.⁠Source 30, Source 31 Gateway traffic shows in Cloud Logging.⁠Source 13 Traces need agents’ OpenTelemetry data.⁠Source 41
Connection
How agents connectCrews run on managed infrastructure, and a crew’s API is protected by a bearer token.⁠Source 1, Source 25 Custom MCP servers must be reachable from the internet.⁠Source 11Agent Gateway: inbound for Agent Runtime agents, outbound for them and the Gemini Enterprise app.⁠Source 13 Outside agents are registered by endpoint or agent card.⁠Source 42
Agents across organizationsCrewAI agents can delegate tasks to remote A2A agents by URL.⁠Source 43 A2A server agents on AMP, in preview, can authenticate requests with one of six schemes.⁠Source 12Runtime agents can call outside agents via Agent Gateway.⁠Source 13 Google says Runtime A2A agents (preview) handling their own auth can be exposed to untrusted callers.⁠Source 44
Protocol supportCrewAI agents can act as A2A clients and servers; A2A server agents on AMP are in preview.⁠Source 12, Source 43 AMP can connect to MCP servers and offers Export as MCP.⁠Source 11, Source 36Agent Registry catalogs MCP servers and A2A agents; Agent Gateway carries MCP and A2A traffic.⁠Source 13, Source 39, Source 45 A2A agents on Agent Runtime are in preview.⁠Source 46
Frameworks, models, and clouds supportedDeploys CrewAI Crews and Flows.⁠Source 2 Crew Studio source downloads as a ZIP for work in code.⁠Source 8 AMP’s docs don’t describe deploying other frameworks’ agents.Agent Development Kit or any open-source framework, with Gemini or other Model Garden models.⁠Source 4 Agents hosted outside Google Cloud can be registered manually.⁠Source 42
Operations
Deployment options and data residencyThe Enterprise plan can run on CrewAI’s cloud, your own VPC, or your own infrastructure.⁠Source 5 Data residency commitments are not publicly documented.Agent Gateway is managed and regional; agent infrastructure keeps data at rest in the selected location.⁠Source 15, Source 23 Gateway self-hosting: not publicly documented.
Compliance attestationsCrewAI says it maintains a SOC 2 Type 2 certified security program.⁠Source 33 Its trust center lists a HIPAA audit report from February 2026.⁠Source 33Listed for ISO 27001, 27017, and 27018, SOC 1, 2, and 3, and PCI DSS, and in the HIPAA BAA.⁠Source 34, Source 35 Access Transparency isn’t available for Agent Registry.⁠Source 22
Support and SLACommunity support on both plans; dedicated and Slack or Teams support on Enterprise.⁠Source 5 An uptime SLA is not publicly documented.Google Cloud support packages, some with 24/7 coverage.⁠Source 47 An uptime SLA naming Agent Registry, Gateway, Identity, or Runtime is not publicly documented.
Time and effort to get runningThe deploy guide starts from a crew that runs locally; CrewAI says a first deployment typically takes around a minute.⁠Source 25 Enterprise includes a 45-day onboarding.⁠Source 5A Google Cloud project with the Agent Registry API enabled, plus the Identity-Aware Proxy API for gateway policy.⁠Source 37 Google recommends dry-run mode in staging.⁠Source 27
Pricing model and public pricesBasic is free, with 50 workflow executions a month.⁠Source 5 Enterprise is custom-priced.⁠Source 5Agent Registry is free; skill scanning is billed from January 2027.⁠Source 17 Gateway egress: $0.085 per 15,000 requests; runtime: $0.085 a vCPU-hour.⁠Source 16 Monthly free tier.⁠Source 16
Building
Agent building toolsBuild crews in code or in Crew Studio, an AI-assisted workspace that uses natural language and a visual workflow editor.⁠Source 1, Source 8Agent Studio, a low-code canvas; the Agent Development Kit; and Agent Garden prebuilt agents and templates.⁠Source 3 A Managed Agents API is in preview.⁠Source 3
Model accessCrewAI’s docs say any LLM provider CrewAI supports can be used, with your own API key; the Crew Studio setup guide lists OpenAI or Azure.⁠Source 48Google says Model Garden offers more than 200 models, including Gemini, third-party models such as Anthropic’s Claude, and open-source models.⁠Source 3, Source 21
Integrations and ecosystemCrewAI says Crew Studio can connect to more than 1,000 applications.⁠Source 49 A Marketplace lists integrations, internal tools, and reusable assets.⁠Source 50Agents in Agent Registry can be made available to users of the Gemini Enterprise app.⁠Source 23 Google’s own remote MCP servers are registered automatically.⁠Source 45

Which to choose

Choose CrewAI AMP if

  • Your teams build with CrewAI and want one platform to deploy, monitor, and scale crews in production.⁠Source 1, Source 2
  • You want to run the platform in your own VPC or on your own infrastructure, which the Enterprise plan supports.⁠Source 5
  • You want business teams to build crews without code in Crew Studio, which CrewAI says can connect to more than 1,000 applications.⁠Source 48, Source 49, Source 51, Source 52
  • You want human review built into flows: execution pauses, the assignee is emailed, and every review is tracked on a timeline.⁠Source 40

Choose Gemini Enterprise Agent Platform if

  • You build with the Agent Development Kit or another open-source framework and want to deploy and govern agents on Google Cloud.⁠Source 3, Source 4, Source 6
  • You want agents to have their own identities, with gateway policy blocking unapproved outbound calls and Model Armor scanning prompts.⁠Source 7, Source 13
  • You need agent data at rest kept in a location you select, and ISO, PCI DSS, and HIPAA BAA coverage.⁠Source 15, Source 34, Source 35
  • You want models available through the platform itself: Google says Model Garden offers more than 200, including Anthropic’s Claude.⁠Source 21

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 3 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 23

Do they support MCP and A2A?

CrewAI agents can act as A2A clients and servers; AMP’s A2A server agents are in preview.⁠Source 12, Source 43 AMP can connect to MCP servers over Streamable HTTP.⁠Source 11 Agent Registry catalogs MCP servers and A2A agents, Agent Gateway carries both, and Agent Runtime’s A2A agents are in preview.⁠Source 13, Source 39, Source 45, Source 46

How is each one priced?

CrewAI’s Basic plan is free with 50 workflow executions a month, and Enterprise is custom-priced.⁠Source 5 Agent Registry is free; skill scanning is billed from January 2027.⁠Source 17 Agent Runtime is $0.085 per vCPU-hour; Agent Gateway egress, $0.085 per 15,000 requests.⁠Source 16

Can either one connect agents across organizations?

CrewAI agents can delegate to remote A2A agents, and AMP’s A2A server agents (preview) can expose basic skills to anyone.⁠Source 12, Source 43 Agent Runtime agents can call outside agents through Agent Gateway.⁠Source 13 Google says preview A2A agents handling their own auth can be exposed to untrusted callers.⁠Source 44

How we compare

Read the full method

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Sources

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

  1. Source 1: CrewAI AMP (platform docs introduction) CrewAI · checked Back:abcdefghijkl

  2. Source 2: Prepare for Deployment CrewAI · checked Back:abcde

  3. Source 3: Agent Platform overview Google · checked Back:abcdefghijkl

  4. Source 4: Build with Gemini Enterprise Agent Platform Google · checked Back:abcde

  5. Source 5: Pricing | CrewAI CrewAI · checked Back:abcdefghijklmnopqrst

  6. Source 6: Gemini Enterprise Agent Platform (formerly Vertex AI) Google · checked Back:abcd

  7. Source 7: Agent Identity overview Google · checked Back:abcdefghi

  8. Source 8: Crew Studio CrewAI · checked Back:abcde

  9. Source 9: Role-Based Access Control (RBAC) CrewAI · checked Back:abcdef

  10. Source 10: Agent Repositories CrewAI · checked Back:ab

  11. Source 11: Custom MCP Servers CrewAI · checked Back:abcde

  12. Source 12: A2A on AMP CrewAI · checked Back:abcdef

  13. Source 13: Agent Gateway overview Google · checked Back:abcdefghijklmnopqrs

  14. Source 14: Agent Registry overview Google · checked Back:abc

  15. Source 15: Supported locations for agents in Agent Platform Google · checked Back:abcd

  16. Source 16: Gemini Enterprise Agent Platform pricing Google · checked Back:abcd

  17. Source 17: Agent Registry pricing Google · checked Back:abc

  18. Source 18: CrewAI AMP - The Agent Management Platform CrewAI · checked Back:abc

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  20. Source 20: Introduction (CrewAI Platform API) CrewAI · checked Back:abc

  21. Source 21: Introducing Gemini Enterprise Agent Platform, powering the next wave of agents Google · checked Back:abcd

  22. Source 22: Gemini Enterprise Agent Platform release notes Google · checked Back:abcdef

  23. Source 23: Import A2A agents from Agent Registry Google · checked Back:abcde

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  25. Source 25: Deploy to AMP CrewAI · checked Back:abc

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  27. Source 27: IAM Access policies overview Google · checked Back:abc

  28. Source 28: Traces CrewAI · checked Back:ab

  29. Source 29: OpenTelemetry Export CrewAI · checked Back:ab

  30. Source 30: Agent Registry audit logging Google · checked Back:ab

  31. Source 31: Cloud Audit Logs overview Google · checked Back:ab

  32. Source 32: Monitor traffic through Agent Gateway Google · checked Back to text

  33. Source 33: Trust Center - CrewAI CrewAI · checked Back:abc

  34. Source 34: Google Cloud Platform Services in Scope by Compliance Program Google · checked Back:abc

  35. Source 35: HIPAA compliance on Google Cloud Google · checked Back:abc

  36. Source 36: Automations CrewAI · checked Back:ab

  37. Source 37: Set up Agent Registry Google · checked Back:ab

  38. Source 38: Use automatic registration Google · checked Back to text

  39. Source 39: Register agents Google · checked Back:abc

  40. Source 40: Flow HITL Management CrewAI · checked Back:ab

  41. Source 41: Observability overview Google · checked Back to text

  42. Source 42: Use manual registration Google · checked Back:abc

  43. Source 43: Agent-to-Agent (A2A) Protocol (CrewAI framework docs) CrewAI · checked Back:abcd

  44. Source 44: Share an agent Google · checked Back:ab

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

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

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  48. Source 48: Enable Crew Studio CrewAI · checked Back:ab

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  50. Source 50: Marketplace CrewAI · checked Back to text

  51. Source 51: CrewAI agent management platform page CrewAI · checked Back to text

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  53. Source 53: Vertex AI with Workload Identity CrewAI · checked Back to text

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  58. Source 58: Solutions: Agent sprawl Blocks.ai · checked Back to text