The Evaluation Tax: Why Unmonitored AI Deployments Cost Agencies More Than They Bill
Every AI feature an agency ships without tracing, scoring, or drift detection converts a fixed retainer into an open-ended liability, because failures surface in client inboxes before they surface in dashboards.
By InnovaAI ResearchPublished Updated
Why does it matter for agencies?
Every AI feature an agency ships without tracing, scoring, or drift detection converts a fixed retainer into an open-ended liability, because failures surface in client inboxes before they surface in dashboards. Evaluation infrastructure is the only line item that turns unpredictable model behavior into a defensible, billable quality guarantee. Agencies that instrument before they deploy can price production-ready AI at a premium; those that instrument after the first incident are paying for it out of margin.