Savings proof before automation

How CloudCostIQ proves cloud savings.

Savings claims are useful only when finance and engineering can trust them. CloudCostIQ separates projected savings from realized savings, preserves evidence, assigns reviewers, and keeps slipped-back or rolled-back claims out of executive totals.

Projected savings are not proven savings

CloudCostIQ treats projected savings as a claim that needs review, owner accountability, and measurement before leadership counts it.

Every claim needs evidence

Evidence can include billing-period comparisons, cost snapshots, tickets, review notes, approvals, external links, and manual reviewer notes.

Proof is human-reviewed

Reviewer roles distinguish finance and engineering review. The system assists the workflow; it does not declare financial outcomes by magic.

Savings must hold

Follow-up checks watch for weakening, rollback, and expiration so one-time reductions do not become permanent executive claims.

Financial trust model

Savings Proof is the source of truth.

Recommendations remain workflow objects. Savings proof records are financial claims with reviewer assignment, projected and realized savings, confidence, evidence strength, follow-up confidence, rollback probability, slipped-back savings risk, and savings confidence.

Projected savings

Estimated monthly savings before financial validation.

Realized savings

Measured monthly savings observed after implementation.

Savings needing proof

Completed or pending savings work that has not been financially proven.

Savings confidence

Composite score based on confidence, evidence strength, completeness, follow-up confidence, rollback risk, and slipped-back savings risk.

Savings slipped back

A previously claimed saving weakens or costs return after implementation.

Rollback

The action was reverted, excepted, or undone for operational reasons.

Billing evidence quality

Whether the savings claim is backed by recurring native proof, review-ready uploaded evidence, stale data, or missing proof.