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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 OpenAI token spend hides the waste. Cloudgov.ai finds it.

Read only and agentic. Connect your OpenAI organization once and let Cloudgov.ai turn model usage, per key attribution, prompt caching, and workload routing into continuous FinOps outcomes.

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

Waste identified across GPT-4o, GPT-4.1, embeddings, and inefficient prompt routing this quarter.

JUL AUG SEP OCT NOV
GPT-4o −$88K
GPT-4.1 −$42K
Embeddings −$18K
DALL-E −$12K
What Cloudgov.ai does for OpenAI

Every OpenAI request, continuously optimized

From model selection to prompt caching to workload routing. Cloudgov.ai's agentic AI reads your OpenAI usage, surfaces the wins, and executes with human in the loop guardrails.

Model rightsizing

Agents analyze every request to identify calls that would run just as well on GPT-4.1 mini, GPT-4o mini, or o4 mini. Route automatically based on task complexity, latency budget, and quality signals.

Prompt caching optimization

Detect repeatable prefixes across your workloads and route them to prompt caching for a 90% discount on cached input tokens. Set once, save continuously.

Per key attribution

Every API key mapped to a team, product, or customer. TokenShield delivers real time cost per user, per feature, and per tenant, so finance can price and cap accurately.

Batch API routing

Identify workloads that can tolerate 24 hour latency and route them to the Batch API for a 50% discount. AgentShield executes with your approval where it matters.

Token anomaly detection

Learns your account's normal token consumption pattern per team, per key. Catches runaway loops, prompt injections, 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 OpenAI organization. No prompt or response data ever leaves OpenAI.

01
Create an admin API key

Generate a read only Admin API key in your OpenAI organization. Cloudgov.ai reads only usage, cost, and key metadata. Never prompt or response content.

~5 min · OpenAI dashboard
02
Grant usage access

Assign the Admin API key to your Cloudgov.ai connector with usage and cost report scopes. Optional: route your workloads through TokenShield for real time governance.

~5 min · Cloudgov connector
03
Activate your Shields

Activate TokenShield for per key attribution and governance, and BillingShield to route OpenAI 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 OpenAI spend

The OpenAI 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 OpenAI

Real numbers, from real OpenAI environments

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

20 to 30%
OpenAI bill reduction

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

< 15 min
Time to first insight

Admin API key connects, usage reports sync, agents surface top 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 OpenAI spend in a way that finally makes sense?

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

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