Insights · Technology

How AI receipt validation works, and why it decides your campaign ROI

How it works

From receipt to validated, step by step

AI reads the receiptProduct & brandRetailer & priceDate & validitySCREENEDFraud attemptsDuplicatesValidated

Every receipt-based promotion lives or dies in the same place: the moment a consumer's photo of a crumpled supermarket receipt becomes a payout decision. Do it slowly and consumers churn. Do it loosely and fraud eats the budget. Do it manually and operations costs eat the margin.

Step one: reading the paper. European retail prints receipts in over a thousand layouts: thermal paper, e-receipts, self-checkout formats, loyalty-card variants, all in two dozen languages. The OCR layer has to identify the retailer, date, line items and totals across all of them, including faded and photographed-at-an-angle originals.

Step two: verifying the purchase. Is the promoted product actually on the receipt, in the qualifying quantity, in the campaign window, from a participating retailer, in the right market? Each check is trivial alone and fatal if skipped.

Validation speed drives participation. Fraud screening protects the budget.

Step three: screening for fraud. Duplicate submissions, edited images, receipt trading between participants, one household entering as forty. Effective screening layers several independent signals: image forensics, device and IP patterns, behavioural anomalies, cross-campaign history. A single check catches amateurs; layered checks catch organised abuse.

Step four: paying out. The consumer expectation is minutes, not weeks. Automated approval for clean cases with human review only for edge cases is what makes that economical.

The ROI logic follows directly: validation speed drives participation, fraud screening protects the prize budget, and automation removes the ops cost that makes agencies expensive. Inside FIBRE® this pipeline is one built-in component, not three vendors.

Planning a multi-market promotion?

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