Cost and value governance
Connect AI spend to work, ownership, and outcomes
Attribute spend across people, teams, projects, models, Agents, and tasks, then connect it to operating value.
Global models
Local models
A low unit price does not guarantee a low total cost
Hidden idle capacity
Subscriptions renew without a clear view of activity or value.
Unowned API spend
API charges reach the ledger without a clear owner or purpose.
Unmeasured outcomes
High usage does not provide a consistent measure of time, quality, or outcome.
Establish the cost baseline before optimizing value
AIPay brings subscription, API, model-call, and administration costs into one view and incrementally connects them to tasks and outcomes.
Cost attribution
Break down spend by organization, project, model, Agent, and task.
Budget controls
Set quotas, thresholds, alerts, and approval rules.
Anomaly review
Identify spikes, idle capacity, duplication, and unowned spend.
Value analysis
Define time, quality, and outcome measures suited to the business.
Cost review
Build a first cost baseline from your own inputs
Enterprise AI cost review
Build a first monthly cost baseline from current inputs
Current monthly cost structure
$1,610
$623
Estimated from potential idle subscriptions and administration time. This is not a savings guarantee.
Typical deliverables
- Enterprise AI cost baseline
- Budget and attribution model
- Management reporting and alert rules
- Phased optimization backlog
Who this is for
- Organizations with rapidly growing AI spend
- Finance teams allocating cost across departments
- Leaders accountable for demonstrating operating value
Next step