Optimization & Savings · 3 min · Updated 2026-06-14

How savings are verified

How we measure and prove the dollars you save

Baseline

When you start on the Team plan, we establish a cost baseline from your first 30 days of tracked usage. This baseline represents what you would spend without optimization.

Measuring savings

Each month, we compare your actual spend against what the baseline predicts. The difference is your verified savings.

Auditability

Every savings claim links to:

  • The specific calls that were optimized
  • The model change or caching improvement
  • The dollar amount saved
  • The team member who made the change

Disputes

If you disagree with a savings calculation, contact us. We refund promptly and investigate. Our goal is zero friction for honest clients.

Track your real costs

Calculators estimate. The dashboard shows what you actually spend and where you can save.