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Gemini Enterprise Agent Platform−27 Negative

GILD Review

GILD's call and the buying facts behind it.

From GILD research

Should we adopt Gemini Enterprise Agent Platform?

Drawn from 78 sources and 8 operator insights

GILD analysis

Gemini Enterprise Agent Platform Review

Agent Platform, formerly Vertex AI, puts Gemini, Claude and open models inside a Google Cloud project at the vendors' global list prices, with IAM, VPC Service Controls and US or EU endpoints. The cost is capacity planning: Standard PayGo throughput follows 30-day spend, and public accounts report 429 errors after teams move over from AI Studio. Google-managed Claude also lacks several Anthropic API features.

  • AI Model APIs
  • AI Costs

The decision

Best fit
Teams on Google Cloud buying Gemini and Claude under one agreement, with processing pinned to the US or the EU.
Consider another workflow
If you need OpenAI's GPT-6 models or Anthropic's newest API features on day one, buy from those vendors or through Azure.
Adoption condition
Confirm the throughput tier or reserve Provisioned Throughput, and set zero data retention, before production traffic.

Basis: Google Cloud documentation, pricing and launch post checked Oct 28, 2026, deployment accounts from Slack, Fin, Zalando, MOVILIXA and seven other teams, and the 64 public accounts on the Signals page. Requesty's gateway measured 96% request success on Gemini through Vertex in April 2026. No GILD performance benchmark. Buying facts rechecked Oct 31, 2026.

Buying & deployment factsWhat a team building on it should verify before production traffic grows.
How you buy it

US$2 in, US$10 out

Gemini 4 Argon per million tokens through Nov 30, 2026, then US$4 and US$20.

Source 1, Google, Generative AI pricing: Generative AI pricing

Details

No subscription. Standard pay-as-you-go bills each model per million tokens through Google Cloud. Gemini 4 Argon lists at US$4 input and US$20 output per million tokens on the global endpoint; through Nov 30, 2026 a promotion returns 50% of net Argon spend as credits, an effective US$2 and US$10; Claude Opus 5.5 is US$4 and US$20. Provisioned Throughput reserves capacity in GSUs, from US$7.14 per GSU-hour on a 1-week term to about US$2.74 on a 1-year term.

Cost drivers

Non-global endpoints +10%

Endpoint, cache reads and grounding requests move the bill; promotions end Nov 30 and Dec 31.

Source 1, Google, Generative AI pricing: Generative AI pricingSource 10, Google Cloud, Google Cloud: Use Provisioned Throughput: Google Cloud: Use Provisioned Throughput

Details

Model choice, input and output tokens, endpoint type and cache reads set the bill. Non-global endpoints cost 10% more for Gemini 3 and later models. Grounding with Google Search adds its own per-request charge. Promotional rates on Gemini 4 Argon and the Gemini 3.x Flash models end on Nov 30 and Dec 31, 2026. If a request exceeds the remaining Provisioned Throughput quota, the whole request is processed on demand by default and billed at the pay-as-you-go rate.

Where it runs

Your Google Cloud project

Global, US or EU multi-region, or regional endpoints; endpoints don't guarantee data residency.

Source 3, docs.cloud.google.com, Endpoint locations: Endpoint locations

Details

Agent Platform runs in Google Cloud projects. Requests choose the global endpoint, which covers the entire world with higher availability than single regions, the US or EU multi-region endpoints, or a regional endpoint such as us-central. Google notes that endpoints don't guarantee data residency or in-region ML processing.

What to verify

500,000 tokens a minute

The Standard PayGo Tier 1 organization-level prioritized throughput threshold for Gemini Pro and Argon.

Source 2, Google, Standard PayGo: Standard PayGoSource 4, docs.cloud.google.com, Custom weights: Custom weightsSource 5, docs.cloud.google.com, Google Cloud IAM: Identity federation: products and limitations: Google Cloud IAM: Identity federation: products and limitationsSource 6, Google Cloud, Google Cloud IAM: Workforce Identity Federation: Google Cloud IAM: Workforce Identity FederationSource 7, Google, Google Cloud: Gemini Enterprise Agent Platform and zero data retention: Google Cloud: Gemini Enterprise Agent Platform and zero data retentionSource 8, Google Cloud, Google Cloud: Services in scope by compliance program: Google Cloud: Services in scope by compliance programSource 9, Google Cloud, Google Cloud: Agent Platform audit logging information: Google Cloud: Agent Platform audit logging informationSource 11, Google Cloud, Agent Platform docs: Overview of Model Garden: Agent Platform docs: Overview of Model Garden

Details

Standard PayGo Tier 1 sets 500,000 organization-level TPM for Gemini Pro and Argon models. Model Garden lets you choose models managed by Google, partners, or you. Workforce Identity Federation (GA) provides single sign-on, except Vertex AI Pipelines in the console and Colab Enterprise. Google lists Generative AI on Agent Platform for ISO 27001. Admin Activity audit logs are always on, Data Access audit logs off by default. Models as a Service retains customer data for limited periods in six areas.

Sourced from Google Cloud documentation