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Download the Agentic AI FinOps Guide

Transform Your FinOps Strategy with Agentic AI

How Agentic AI Is Redefining FinOps for the Multicloud Era

Your Gemini token spend hides the waste. Cloudgov.ai finds it.

Read only and agentic. Connect your Google AI Studio or Vertex AI project once and let Cloudgov.ai turn Gemini usage, context caching, per project attribution, and workload routing into continuous FinOps outcomes.

Gemini spend · Q3 sample
Before Optimized
−$0K 22.4%

Waste identified across Gemini 2.5 Pro, Gemini 2.5 Flash, uncached long context, and Imagen usage this quarter.

JUL AUG SEP OCT NOV
Gemini 2.5 Pro −$78K
Gemini 2.5 Flash −$34K
Long context −$22K
Imagen −$14K
What Cloudgov.ai does for Gemini

Every Gemini request, continuously optimized

From model routing to context caching to per project attribution. Cloudgov.ai's agentic AI reads your Gemini usage, surfaces the wins, and executes with human in the loop guardrails.

Model rightsizing across Gemini

Agents analyze every request to identify calls that would run just as well on Gemini 2.5 Flash or Gemini 2.5 Flash Lite. Route automatically based on task complexity, latency budget, and quality signals.

Context caching optimization

Detect repeatable prefixes across your workloads and route them to Gemini's context caching for material discount on cached input tokens. Set once, save continuously.

Per project attribution

Every Vertex AI project and API key mapped to a team, product, or customer. TokenShield delivers real time cost per user, per feature, and per tenant.

Batch prediction routing

Identify workloads that can tolerate longer latency and route them to Batch Prediction for a 50% discount. AgentShield executes with your approval where it matters.

Token anomaly detection

Learns your project's normal token consumption per team, per key. Catches runaway loops, tool call storms, and forgotten integrations before end of month, not weeks later.

Budgets and hard caps

Real time budgets per key, per team, or per customer. Soft alerts and hard caps that stop overage before it lands, without breaking production workflows.

How it works

Connect once. Optimize continuously.

Under 15 minutes to full read only access across your Google AI or Vertex AI usage. No prompt or response data ever leaves Google Cloud.

01
Grant Service Account access

Create a read only service account with aiplatform.viewer and billing.viewer roles. Cloudgov.ai reads only usage, cost, and metadata. Never prompt or response content.

~5 min · GCP IAM
02
Enable usage export

Enable Cloud Billing export to BigQuery, or share your existing dataset read only. Optional: route your workloads through TokenShield for real time governance.

~5 min · BigQuery export
03
Activate your Shields

Activate TokenShield for per project attribution and governance, and BillingShield to route Google Cloud invoices through Cloudgov.ai for better terms.

~5 min · Cloudgov console
Built for enterprise trust

Read only. FOCUS native. Agentic, not just analytical.

Read only, always

Cloudgov.ai never writes to or mutates your AWS accounts. Actions land as tickets, IaC diffs, or approvals in your existing workflow.

FOCUS native

Ingests the FinOps Open Cost & Usage Spec directly. Add Azure, GCP, and OpenAI later without re modeling anything.

Agentic outcomes

Findings flow into policy, approvals, tickets, and chargeback. Not another dashboard. Real actions with real audit trails.

Shields that power your Gemini spend

The Gemini integration unlocks four Shields

Each Shield is an autonomous domain of FinOps outcomes. Turn them on independently, or run all four together for full AWS coverage.

Outcomes on Gemini

Real numbers, from real Gemini environments

Illustrative, benchmark aligned ranges. Your results will vary by environment.

20 to 30%
Gemini bill reduction

On rightsizing, commitments, and waste, guaranteed on qualified engagements.

< 15 min
Time to first insight

Service account connects, billing export syncs, agents surface top model routing wins automatically.

100%
FOCUS native, read only

No writes to your accounts. Every action routed through your existing approval flow.

Ready to see your Gemini spend in a way that finally makes sense?

15 minute demo, real numbers on your environment, no long term commitment.

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