An AI savings validation agent takes a claimed saving and checks the baseline, the agreed terms and the invoices that followed.
A buyer marks a saving as achieved
Agent collects the contract, baseline and invoices
Agent compares claimed and actual price and volume
Agent records match, partial match or no evidence
Finance accepts, adjusts or rejects the saving
Only confirmed savings count in reports
It recalculates the saving from the records, adjusts for volume or scope changes where the data shows them, and states any difference from the claim.
It produces a short validation note for each claim, listing the evidence, the assumptions and any missing proof.
Claimed savings are often built on optimistic baselines or one-off effects. Finance wants numbers it can defend, and procurement wants credit for real work.
The comparison price is a quote, a list price or a figure nobody can trace.
Lower spend is credited as a price saving when less was simply bought.
The agreed terms are not attached to the claim.
Savings are booked in a period before the new price starts.
Finance cannot check every claim by hand, so some pass unchecked.
Take the claimed amount, baseline, period and supporting references.
Confirm the baseline against prior invoices, contracts or recorded quotes.
Verify that the agreed price or term exists in a signed agreement.
Recalculate the saving from invoices and note volume or scope shifts.
State what is supported, what is not and what evidence is missing.
Bring a small sample and watch Flo work through it.
| Aspect | By hand | With the agent |
|---|---|---|
| Proof | Claims are accepted on the buyer's word | Each claim is checked against contract and invoice records |
| Timing | Validation occurs once a year, if at all | Claims are rechecked after invoices have had time to appear |
| Adjustments | Changes in volume or scope go unnoticed | Differences in volume and scope are shown beside the saving |
| Disputes | Finance and buyers argue from memory | Both see the same evidence and the same working |
| Confidence | Totals mix proven and unproven savings | Each saving carries a status of validated, partial or unproven |
| If | Then | Who decides |
|---|---|---|
| Invoice price matches the contract price | Marks the price element validated | Finance confirms |
| Invoice price is above the claimed price | Marks as not realised and shows the gap | Buyer explains |
| Volume has dropped since signing | Adjusts the saving basis and shows the effect | Finance decides how to count it |
| No invoices yet after the start date | Leaves the claim pending | Finance rechecks later |
| Baseline cannot be traced | Marks the claim as unproven | Category lead supplies support |
| Saving ended early | Reduces the valid period | Finance updates the total |
The agent shows the claim and the actual in both currencies with the rate used. Finance decides which rate applies.
The agent splits the claim by type. Finance decides how each portion is reported.
Invoices arriving after the check date change the result. The agent re-runs the test and the analyst reviews what moved.
The agent detects added charges on the same vendor and shows them together. Finance decides whether the net saving stands.
Talk it through with the team. We will map it to your steps and show where a person stays in control.
Finance and procurement agree what proof a validated saving needs.
Run the agent on closed claims and compare with finance's manual checks.
Apply it to new entries after a set delay so invoices have appeared.
Show validated, partial and unproven savings separately in leadership views.
It shows how much of the claimed benefit stands on evidence. A gap points to weak baselines or missing paperwork.
Quick answers to what people ask most about savings validation.
Book a demoIt is the process of confirming that a reported saving rests on a traceable baseline, an agreed change in terms and billing that reflects it.
No. It reports what the evidence supports and what it does not. Finance decides what is accepted.
Prior invoices, signed agreements, order forms, quotes and later invoices.
It notes them where the data shows a change in quantity or scope, so the price effect and the volume effect are not blurred.
Savings identification is the search for places where the organisation could pay less for the same need.
→Cost avoidance is the value of a cost that did not occur because of a procurement action, such as holding a price when an increase was proposed.
→Off-contract spend is money paid to a vendor or at a price that falls outside an agreement the organisation has negotiated.
→Spend forecasting is the projection of what the organisation will pay vendors over a coming period.
→Bring a small sample of real items. We will show what Flo handles on its own and where it hands over to your team.
