Management: Cost Control
This use case makes the Cost Control for Running AI Agents solution concrete. The scenarios are illustrative and show how DAOS works day to day.
At a glance
The problem
Autonomous agents run around the clock. A faulty endless loop racks up four-figure API costs overnight – and it would only surface on the monthly invoice.
The customer
Head of IT or AI
Rolls out AI agents broadly and owns the operating budget too.
The system
DAOS Cost Management
Real-time dashboard and budget limits, on your own network.
The goal
Scale AI without fearing the bill
Predictable operating costs instead of after-the-fact surprises.
The result
The loop is stopped within its budget limit instead of escalating unnoticed – and by the next morning the incident is documented, down to what caused it.
The path at a glance
Set budget
Live costs
Loop stopped
Notification
Clear invoice
Illustrative path – the detailed walkthrough is below.
The journey from the customer's side
- 1
Safety in the background
Every agent runs inside a budget limit from its first second. The policy applies first, but the head of IT can adjust the limit at any time.
- 2
Costs in real time
The dashboard continuously shows what each agent, team and workflow is consuming. Cost trends become visible while they happen, not at month-end.
- 3
The limit kicks in
An agent enters an endless loop. DAOS detects and stops it automatically before meaningful costs arise – without anyone having to intervene.
- 4
Timely notification
The head of IT learns about the incident through a clear message including the trace: which agent, which trigger, and what it cost up to the shutdown.
- 5
No nasty surprise
At month-end there is no unexplained line on the invoice. Budgets were kept, and everything is fully documented.
Further scenarios
Local-first data processing
Standard tasks run on a free local model; only complex exceptions are automatically routed to a more powerful cloud model. Quality stays high, API costs drop significantly.
The CFO cost breakdown
At month-end the CFO receives a breakdown by department and agent instead of a lump-sum cloud bill. Every cent is attributable to a source – the basis for internal cost allocation.