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Gemini Enterprise Agent Platform vs Okta for AI Agents

Gemini Enterprise Agent Platform

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

Okta for AI Agents

Okta offering that gives AI agents a first-class identity so organizations can discover, onboard, protect, and govern them

Short answer

Gemini Enterprise Agent Platform is Google Cloud’s platform to build, deploy, and govern agents; Okta says Okta for AI Agents gives AI agents a first-class identity, registering them alongside workforce users.⁠Source 1, Source 2, Source 3, Source 4, Source 5 Google can enforce policy at a gateway and bills by use; Okta lets admins define what each agent can access and is sold separately.⁠Source 3, Source 6, Source 7, Source 8, Source 9, Source 10

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 keep a registry of agents, give agents their own identities, control what agents can access, and log agent events.⁠Source 4, Source 6, Source 9, Source 11, Source 12, Source 13, Source 14
Where they differ
Teams can also build and run agents on Agent Platform, with Model Garden models; Okta’s docs describe registering custom-built agents and importing agents from builder platforms.⁠Source 1, Source 6, Source 13, Source 15
Running both
Okta lists Gemini Enterprise Agent Platform among the apps it can import agents from.⁠Source 16 Okta says it manages agents from any vendor.⁠Source 17
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 6
  • Identity and access: OfferedSPIFFE-based Agent Identity⁠Source 12
  • Registry and governance: OfferedAgent Registry⁠Source 11
  • Traffic between agents, tools, and models: OfferedAgent Gateway⁠Source 6
  • Agents across organizations: OfferedGateway calls to outside agents⁠Source 6

Okta for AI Agents

  • Build agents: Not publicly documented
  • Host and run agents: Not publicly documented
  • Identity and access: OfferedAgent identity and credentials⁠Source 14
  • Registry and governance: OfferedUniversal Directory with human owners⁠Source 5
  • Traffic between agents, tools, and models: PreviewAgent Gateway for MCP tools⁠Source 18
  • Agents across organizations: Not publicly documented

At a glance

TopicGemini Enterprise Agent PlatformOkta for AI Agents
Builds and runs agentsTeams can build agents with Agent Studio or the Agent Development Kit and run them on Agent Runtime.⁠Source 1, Source 6Agent-building tools are not publicly documented. Okta can register custom-built agents and import agents from builder platforms.⁠Source 13
Agent identityAgent Identity: agents on a supported runtime, such as Agent Runtime or Cloud Run, can each have a SPIFFE-based identity.⁠Source 12Okta says agents get an identity in Universal Directory, alongside workforce users.⁠Source 5 Agents added by hand use a client ID, secret, key pair, or metadata document.⁠Source 14
Agents built elsewhereAgents hosted outside Google Cloud, or in other Google Cloud projects, can be added to Agent Registry by manual registration.⁠Source 19, Source 20Custom-built agents can be registered by hand; agents from builder platforms such as Salesforce Agentforce and AWS Bedrock can be imported.⁠Source 13, Source 21
Pricing modelBy use: Agent Runtime bills per vCPU-hour and GiB-hour of memory, and Agent Gateway egress is $0.085 per 15,000 requests.⁠Source 8 Agent Registry is free; skill scanning is billed from January 2027.⁠Source 22Okta says it is a separate subscription, listed as an add-on to Okta suite plans.⁠Source 3, Source 10 A list price is not publicly documented.
Generally availableAgent Registry and Agent Gateway since 18 June 2026.⁠Source 23Okta announced general availability in a post dated 29 April 2026.⁠Source 24 Its Agent Gateway is in preview.⁠Source 17

What each one is

Gemini Enterprise Agent Platform

Gemini Enterprise Agent Platform is Google Cloud’s platform to build, deploy, and govern agents, an evolution of Vertex AI.⁠Source 1, Source 2 Agent Registry catalogs agents and MCP servers, Agent Identity can give agents on supported runtimes an identity, and Agent Gateway checks traffic against policy.⁠Source 6, Source 11, Source 12

Okta for AI Agents

Okta describes Okta for AI Agents, sold as a separate subscription, as helping discover, manage, and secure the AI agent lifecycle in an Okta org.⁠Source 3, Source 4, Source 10 Okta says agents sit in Universal Directory alongside workforce users; admins define what each can access.⁠Source 5, Source 9

The differences that matter

  1. Building and running agents

    Gemini Enterprise Agent Platform

    Agents can be designed in Agent Studio or built with the Agent Development Kit, and run on Agent Runtime, billed by vCPU-hour and memory.⁠Source 1, Source 6, Source 8

    Okta for AI Agents

    Okta’s docs describe two ways in: custom-built agents can be registered by hand, and agents from third-party builder platforms can be imported.⁠Source 13

  2. How access is controlled

    Gemini Enterprise Agent Platform

    By default, Google’s Agent Gateway blocks an agent’s outbound connections without an IAM policy grant; Model Armor filters can scan prompts and tool responses.⁠Source 6

    Okta for AI Agents

    In Okta, admins set what each agent can access; for agents added by hand, they list which apps, services, and other agents may call it.⁠Source 9, Source 14

    Google and Okta each have an Agent Gateway: Google’s is generally available; Okta says its own, in preview, checks each tool call against the agent, its user, and its policies.⁠Source 17, Source 23

  3. Agents from other platforms

    Gemini Enterprise Agent Platform

    Agent Registry can register agents on supported Google Cloud runtimes automatically, within one project; agents elsewhere or in other projects can be registered manually.⁠Source 19, Source 25

    Okta for AI Agents

    Okta says it manages agents from any vendor and can import agents from platforms such as Salesforce Agentforce, Amazon Bedrock AgentCore, and Microsoft Copilot Studio.⁠Source 16, Source 17

    Okta ISPM, which the full SKU includes and the Core SKU for regulated environments excludes, discovers agents from several sources.⁠Source 5, Source 26, Source 27

For security teams

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

TopicGemini Enterprise Agent PlatformOkta for AI Agents
Network exposureGoogle’s Agent Gateway fronts only Agent Runtime agents for inbound calls, and checks outbound calls against IAM access policy.⁠Source 6Whether agents need an inbound endpoint is not publicly documented. Okta’s Agent Gateway, in preview, has an Okta-hosted URL.⁠Source 28
IdentityAgents on supported runtimes can have a SPIFFE-based Agent Identity, generally available; the Agent Identity API is in preview.⁠Source 12, Source 23Manually added agents identify with a client ID, secret, key pair, or metadata document; agent-to-agent tokens are resource-scoped and expire.⁠Source 14, Source 29
Access changes and revocationDeny rules override allow rules.⁠Source 7 Deleting an agent leaves inactive IAM bindings naming it, which must be removed by hand.⁠Source 12Okta says deactivating an agent immediately blocks new sessions.⁠Source 30 Removing a resource connection denies future access requests to it.⁠Source 31
Audit trailRegistry admin changes are audit-logged; other calls only if Data Access logs are on.⁠Source 32, Source 33 Agent Identity actions are audit-logged too.⁠Source 12Agent events land in Okta’s System Log, and log streaming sends them to Amazon EventBridge or Splunk Cloud.⁠Source 4, Source 34
ComplianceListed in scope for ISO 27001, SOC 1, 2, and 3, and PCI DSS, and in Google Cloud’s HIPAA BAA.⁠Source 35, Source 36Okta says its Core SKU is GA for FedRAMP and HIPAA environments and Okta holds SOC 2 and ISO 27001.⁠Source 27, Source 37

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 Okta for AI Agents compared on 18 criteria
Gemini Enterprise Agent PlatformOkta for AI Agents
What it is
What it is and who it’s forGoogle Cloud platform to build, deploy, govern, and optimize AI agents, which Google calls an evolution of Vertex AI, for developers and technical teams.⁠Source 1, Source 2An Okta product to discover, manage, and secure the AI agent lifecycle in an Okta org; Okta says it gives agents a first-class identity.⁠Source 3, Source 4
MaturityGoogle announced it on 22 April 2026.⁠Source 38 Registry and Gateway GA 18 June 2026.⁠Source 23 Agent Identity is generally available; the Agent Identity API is in preview.⁠Source 23GA announced in a post dated 29 April 2026.⁠Source 24 Agent Gateway is in preview; Okta said customers could request its research release as of 22 July 2026.⁠Source 17
Control
Agent registry and discoveryAgent Registry: a per-project catalog of agents, MCP servers, and tools.⁠Source 11, Source 39 Agents on supported runtimes can be registered automatically, others manually.⁠Source 19, Source 25Agents can be added by hand or imported, and given owners.⁠Source 13, Source 14 Okta ISPM, in the full SKU, discovers agents.⁠Source 5, Source 26
Identity and access controlSPIFFE-based Agent Identity for agents on supported runtimes.⁠Source 12 By default, Agent Gateway blocks outbound connections without an IAM policy grant.⁠Source 6For agents added by hand, admins list which apps, services, and other agents may call each one.⁠Source 14 Admins set what each agent can access.⁠Source 9
Ownership, policy, and revocationAllow and deny access policies (deny overrides allow), enforce and dry-run modes, and Model Armor filters.⁠Source 6, Source 7 An agent owner field is not publicly documented.Agents added by hand take optional owners, up to five individuals.⁠Source 14 Okta says admins can deactivate an agent and set which agents may call others.⁠Source 17, Source 30
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 40 Traces need agents’ OpenTelemetry data.⁠Source 41Agent events land in Okta’s System Log, streamable to EventBridge or Splunk Cloud.⁠Source 4, Source 34 Okta’s Agent Gateway, in preview, shows the last 30 days of tool calls.⁠Source 42
Connection
How agents connectAgent Gateway can govern calls into Runtime agents and out of them and the Gemini Enterprise app.⁠Source 6 Outside agents can be registered by endpoint or agent card.⁠Source 20Okta issues agent-to-agent tokens, and the caller sends its token to the agent it calls.⁠Source 29, Source 43 Okta’s Agent Gateway, in preview, serves as a remote MCP endpoint.⁠Source 28
Agents across organizationsAgent Runtime agents can call agents anywhere through Agent Gateway.⁠Source 6 Granting another organization IAM access to call them is not publicly documented.Not publicly documented (checked 2 October 2026)
Protocol supportAgent Registry catalogs MCP servers and A2A agents; Agent Gateway carries MCP and A2A traffic.⁠Source 6, Source 19, Source 44 A2A agents on Agent Runtime are in preview.⁠Source 45MCP servers can be agent resources.⁠Source 9 Agent-to-agent calls use Cross App Access token exchange.⁠Source 43 Okta for AI Agents’ docs don’t mention the A2A protocol.
Frameworks, models, and clouds supportedAgents can use the Agent Development Kit or any open-source framework and Gemini or Model Garden models.⁠Source 15 Agents outside Google Cloud can be registered manually.⁠Source 20Okta says it manages agents from any vendor, framework, or cloud, including homegrown Python or LangChain agents and agents in purchased software.⁠Source 3, Source 16, Source 17, Source 24
Operations
Deployment options and data residencyAgent Gateway is managed and regional.⁠Source 46 Agent data at rest stays in a supported location you pick.⁠Source 47 Self-hosting the registry or gateway: not publicly documented.A subscription on an Okta org.⁠Source 43 Okta says the Core SKU registers agents inside an org’s regulated cell.⁠Source 27 Okta’s Agent Gateway, in preview, has an Okta-hosted URL.⁠Source 28
Compliance attestationsGoogle lists Agent Platform in scope for ISO 27001, 27017, and 27018, SOC 1, 2, and 3, and PCI DSS, and in the Google Cloud HIPAA BAA.⁠Source 35, Source 36Okta says its Core SKU is GA for FedRAMP and HIPAA environments, and the full SKU for HIPAA.⁠Source 5, Source 27 Okta says the company holds SOC 2 and ISO 27001 certifications.⁠Source 37
Support and SLAGoogle Cloud support packages cover needs such as 24/7 coverage.⁠Source 48 An uptime SLA naming Agent Registry, Gateway, Identity, or Runtime is not publicly documented.Okta suites include online support 24 hours a day, five days a week.⁠Source 10 Premier Success Plans are sold separately.⁠Source 10
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 39 Google recommends dry-run mode in staging.⁠Source 7An Okta org subscribed to Okta for AI Agents.⁠Source 43 Okta lists prebuilt integrations with Salesforce Agentforce, Amazon Bedrock AgentCore, and ServiceNow AI Platform.⁠Source 24
Pricing model and public pricesAgent Registry is free; skill scanning is billed from January 2027.⁠Source 22 Gateway egress: $0.085 per 15,000 requests; runtime: $0.085 a vCPU-hour.⁠Source 8 Monthly free tier.⁠Source 8Okta says it is a separate subscription, listed as an add-on to Okta suite plans.⁠Source 3, Source 10 A list price is not publicly documented.
Building
Agent building toolsAgent Studio (a low-code canvas), the open-source Agent Development Kit, and Agent Garden prebuilt agents and templates.⁠Source 1, Source 15 A Managed Agents API is in preview.⁠Source 1Not publicly documented (checked 2 October 2026)
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 38Not publicly documented (checked 2 October 2026)
Integrations and ecosystemAgents in Agent Registry can be made available to users of the Gemini Enterprise app.⁠Source 46 Google’s own remote MCP servers are registered automatically.⁠Source 44Imports agents from platforms such as Gemini Enterprise Agent Platform and Salesforce Agentforce.⁠Source 16 Okta lists Slack among Cross App Access apps.⁠Source 3

Which to choose

Choose Gemini Enterprise Agent Platform if

  • You want to build, deploy, and govern agents on one platform, with Agent Studio and the open-source Agent Development Kit.⁠Source 1, Source 15
  • Your agents run on Google Cloud, where agents on supported runtimes, such as Google Kubernetes Engine, can be registered automatically.⁠Source 19, Source 25
  • You want Agent Gateway to block outbound connections unless an IAM policy grants them, with Model Armor scanning prompts and tool responses.⁠Source 6
  • You want a wide choice of models: Google says Model Garden offers more than 200, including Anthropic’s Claude.⁠Source 38

Choose Okta for AI Agents if

  • Your people are already in Okta, and you want agents alongside them in Universal Directory, as Okta says, with credentials assigned.⁠Source 5
  • Your agents come from many vendors and from in-house code, and you want one place to register them.⁠Source 16, Source 17, Source 24
  • You want admins to deactivate an agent, which Okta says blocks new sessions immediately, or remove a single resource connection.⁠Source 30, Source 31
  • You want agent-to-agent calls under policies that, Okta says, name which agents may call others, with resource-scoped tokens that expire.⁠Source 17, Source 29

Questions buyers ask

Can Okta for AI Agents govern agents built on Gemini Enterprise Agent Platform?

Okta can import agents from Gemini Enterprise Agent Platform, its docs say, and custom-built agents can be registered by hand.⁠Source 13, Source 16 Okta says it manages agents from any vendor and registers agents across any framework or cloud.⁠Source 17, Source 24

How is each one priced?

Agent Registry is free; skill scanning is billed from January 2027.⁠Source 22 Agent Runtime is $0.085 per vCPU-hour; Agent Gateway egress, $0.085 per 15,000 requests.⁠Source 8 Okta says Okta for AI Agents is a separate subscription.⁠Source 3 Its list price is not publicly documented.

Do they support MCP and A2A?

Google’s Agent Registry catalogs MCP servers and A2A agents, and its Agent Gateway carries both.⁠Source 6, Source 19, Source 44 Okta can grant access to MCP-protected resources; its Agent Gateway, in preview, puts MCP servers’ tools behind one endpoint.⁠Source 9, Source 18 Okta for AI Agents’ docs don’t mention the A2A protocol.

Can either one connect agents across organizations?

Agents on Google’s Agent Runtime can call agents anywhere through Agent Gateway.⁠Source 6 Granting another organization IAM access to call them is not publicly documented. Okta’s docs describe agents in the customer’s own org.⁠Source 4 Reaching another organization’s agents, with access it controls, is not publicly documented.

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.

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Sources

55 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:abcdefghijk

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

  3. Source 3: Okta brings first-class identity to AI agents with Agent SSO Okta · checked Back:abcdefghi

  4. Source 4: Okta for AI Agents (Okta Help Center) Okta · checked Back:abcdefg

  5. Source 5: Okta for AI Agents (product page) Okta · checked Back:abcdefgh

  6. Source 6: Agent Gateway overview Google · checked Back:abcdefghijklmnopqrs

  7. Source 7: IAM Access policies overview Google · checked Back:abcd

  8. Source 8: Gemini Enterprise Agent Platform pricing Google · checked Back:abcdef

  9. Source 9: AI agent resource connections (Okta Help Center) Okta · checked Back:abcdefg

  10. Source 10: Plans & pricing (Okta) Okta · checked Back:abcdef

  11. Source 11: Agent Registry overview Google · checked Back:abcd

  12. Source 12: Agent Identity overview Google · checked Back:abcdefgh

  13. Source 13: Add and register AI agents (Okta Help Center) Okta · checked Back:abcdefg

  14. Source 14: Add AI agents manually (Okta Help Center) Okta · checked Back:abcdefgh

  15. Source 15: Build with Gemini Enterprise Agent Platform Google · checked Back:abcd

  16. Source 16: Apps that support AI agent imports (Okta Help Center) Okta · checked Back:abcdef

  17. Source 17: Okta announces new innovations to secure AI agents at runtime and automate ongoing agent governance Okta · checked Back:abcdefghij

  18. Source 18: Agent Gateway (Okta Help Center) Okta · checked Back:ab

  19. Source 19: Register agents Google · checked Back:abcdef

  20. Source 20: Use manual registration Google · checked Back:abc

  21. Source 21: AI agent imports (Okta Help Center) Okta · checked Back to text

  22. Source 22: Agent Registry pricing Google · checked Back:abc

  23. Source 23: Gemini Enterprise Agent Platform release notes Google · checked Back:abcde

  24. Source 24: Okta for AI Agents is now generally available Okta · checked Back:abcdef

  25. Source 25: Use automatic registration Google · checked Back:abc

  26. Source 26: Discover and assess AI agents (Okta Help Center) Okta · checked Back:ab

  27. Source 27: Okta is the first independent and neutral identity platform to bring AI agent governance to highly regulated environments Okta · checked Back:abcd

  28. Source 28: Add an Agent Gateway (Okta Help Center) Okta · checked Back:abc

  29. Source 29: Agent-to-agent connections (Okta Help Center) Okta · checked Back:abc

  30. Source 30: New Okta for AI Agents innovations increase visibility into agent behavior, secure connections at runtime, and enforce continuous agent governance Okta · checked Back:abc

  31. Source 31: Connect AI agents to resources (Okta Help Center) Okta · checked Back:ab

  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: Log streaming (Okta Help Center) Okta · checked Back:ab

  35. Source 35: Google Cloud Platform Services in Scope by Compliance Program Google · checked Back:ab

  36. Source 36: HIPAA compliance on Google Cloud Google · checked Back:ab

  37. Source 37: Okta Security Trust Center | Powered by SafeBase Okta · checked Back:ab

  38. Source 38: Introducing Gemini Enterprise Agent Platform, powering the next wave of agents Google · checked Back:abc

  39. Source 39: Set up Agent Registry Google · checked Back:ab

  40. Source 40: Monitor traffic through Agent Gateway Google · checked Back to text

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

  42. Source 42: View Agent Gateway activity (Okta Help Center) Okta · checked Back to text

  43. Source 43: Set up AI agent token exchange (Okta Developer) Okta · checked Back:abcd

  44. Source 44: Register MCP servers Google · checked Back:abc

  45. Source 45: Create an Agent2Agent agent Google · checked Back to text

  46. Source 46: Import A2A agents from Agent Registry Google · checked Back:ab

  47. Source 47: Supported locations for agents in Agent Platform Google · checked Back to text

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

  49. Source 49: Why Blocks? Blocks.ai · checked Back to text

  50. Source 50: What is Blocks? Blocks.ai · checked Back to text

  51. Source 51: Your company's private network Blocks.ai · checked Back to text

  52. Source 52: Network requirements Blocks.ai · checked Back to text

  53. Source 53: Solutions: Agent sprawl Blocks.ai · checked Back to text

  54. Source 54: Solutions: Partner networks Blocks.ai · checked Back to text

  55. Source 55: Pricing Blocks.ai · checked Back to text