A city's permit-review AI tool bills per document processed under a consumption-based pricing model. After a surge in permit applications, the department's monthly AI cost tripled with no advance warning, straining the department's budget. What cost-control measure should the AI strategy team have put in place before launch?
Select an answer to reveal the explanation.
Short Explanation
Think about a rental car with no mileage cap and a per-mile fee you never checked — you don't feel the cost building until the bill lands. Usage alerts and a spending cap work like a dashboard that warns you as the meter climbs, catching a permit surge before it turns into a budget crisis. That's the guardrail that should've existed before the tool ever went live, not after the invoice arrived.
Full Explanation
Consumption-based pricing scales cost directly with usage volume, so the appropriate control is a monitoring and threshold mechanism: usage alerts paired with a monthly spending cap let the department catch a volume surge early and respond, whether by throttling processing or securing emergency budget approval, before the bill has already tripled. Building this in before launch turns an unpredictable cost into a managed one. Negotiating a fixed annual contract assumes consumption-based pricing is incompatible with public procurement, which isn't accurate — many agencies use consumption pricing successfully; the actual gap here was the missing monitoring layer, not the pricing model itself. Requiring manual staff approval of every document before AI processing defeats the purpose of automating permit review and doesn't address the underlying cost-visibility problem — it just adds a bottleneck. Capping the number of documents processed per day makes costs predictable only by rationing service, which risks a backlog of unprocessed permits during a legitimate surge in demand, trading a budget problem for a service-delivery problem. Caveat: a spending cap needs an escalation path for legitimate surges, not just a hard stop, so essential permit processing doesn't halt entirely. Operational check: confirm the monitoring dashboard sends an alert at a defined percentage of the monthly budget, not only when the cap is fully reached.