Credentials spread across applications
Raw vendor keys in application configuration create fragmented access and difficult revocation. Centralized custody reduces that distribution.
Model costs & credentials
Put model access
on the record.
Direct provider access spreads credentials and makes usage difficult to attribute. A governed gateway creates a shared point for access, token policies and estimated cost reporting.
A governed operating modelGoverned
-
01
ScopeBusiness workflow and assets
-
02
ControlIdentity, policy and approvals
-
03
OperateConfigured gateway and services
-
04
ReviewOwners, records and evidence
Identity · Policy · EvidenceWorkflow illustration
What to look for
Understand the control gap.
Usage without context
A provider invoice can show what was billed without explaining the user, application or policy decision behind a request.
Cost controls after consumption
Reviewing spend only after billing misses the opportunity to apply token limits, user budgets and eligible compression before more traffic is sent.
A practical approach
Build a path
you can review.
Centralize the provider route
Configure provider credentials and approved aliases in AI Warden. Supported applications authenticate to the gateway rather than holding the upstream key.
Set appropriate demand controls
Use request, concurrency and token policies. Monthly human-user budgets provide warning and freeze thresholds; these are not shared team budget pools.
Measure optimization carefully
Enable prompt compression for eligible workloads and compare task quality with token changes. Savings depend on input, policy and configured rates.
Reconcile the estimate
Track estimated costs from your rate card and use the provider invoice for final billing. Keep the distinction visible to reviewers.
The product path
See the controls in context.
See AI Warden in action
Make your next AI rollout a governed one.
Bring your models, tools and security requirements. See how AI Warden puts them under one control plane.