Independent FMCG/CPG Client Project · 2026

Intelligent Invoice-Processing Workflow

A live workflow that converts supplier invoice photos or scans into validated, ERP-linked purchasing, cost and margin information for an FMCG/CPG distribution client.
Designed & implemented end-to-endLive since Aug. 1, 2026Confidential client
Live OperationsFully running in the client’s workflow since Aug. 1, 2026
Cross-Supplier MatchingNew and existing items reconciled across multilingual supplier descriptions
ValidatedStress, failure and error-handling scenarios tested before and after go-live
01 · WHAT IT DOES

From supplier invoice photo to ERP-linked margin visibility in seconds.

Capture a supplier invoice by photo or scan, in the supplier’s own format, layout and language, and the workflow immediately extracts its data, reconciles each item against the client’s ERP/product master and surfaces the commercial changes that matter. Instead of waiting for manual ERP entry and then comparing line by line, purchasing, cost and margin information becomes available within seconds.

Capture

Photo / scan input

Reads supplier invoices directly from photos or scans and extracts item descriptions, quantities, units, prices, discounts, free goods, VAT treatment and other relevant invoice data as received.

Match

ERP-linked SKU reconciliation

Cross-matches multilingual supplier descriptions to internal SKU records, including previously unseen items and the same SKU described differently by different suppliers.

Compare

Commercial change detection

Compares the current invoice with ERP and purchase-history data to flag cost changes, margin impact, last supplier, pack or size changes, discounts, free goods, VAT and currency differences.

Output

Invoice-to-margin visibility

Produces normalized purchase cost, ERP selling-price comparison, gross profit, markup, margin and exceptions in seconds — without waiting for manual data entry and subsequent line-by-line comparison.

02 · HOW IT WORKS

Built around the messy realities of FMCG purchasing data.

Multilingual & cross-supplier reconciliation

Cross-matches supplier descriptions with internal SKU records despite differences in language, terminology, abbreviations, spelling and naming conventions. It can reconcile the same product from different suppliers even when each supplier describes it differently.

New-item identification

Handles previously unseen invoice items by narrowing candidates through brand, size and pack attributes, then using cost validation as a decisive matching layer when descriptions alone are insufficient.

Packaging & unit normalization

Handles carton, case, shrink, pack and unit-level purchasing structures so costs are compared against the correct internal selling unit rather than mismatched pack levels.

Supplier-specific commercial rules

Applies supplier-specific discount sequences, free-goods economics, VAT treatment, currency rules and pack conversions to calculate the real effective purchasing cost.

Historical-cost validation

Uses stored unit cost as a control signal to separate current SKUs from stale or obsolete duplicate rows and to detect suspicious matches that need review.

Non-blocking exception control

Uncertain items are flagged for review rather than forcing a match or stopping the entire invoice. Exceptions are logged while the rest of the invoice continues processing.

03 · COMMERCIAL LOGIC

From invoice image to validated margin economics.

The workflow combines document capture with a staged reconciliation logic: brand → size → pack → cost confirmation. Verified mappings are retained so recurring items do not need to be solved from scratch.

1Capture invoice photo / scan
2Match by brand, size & pack
3Confirm with historical cost
4Apply supplier commercial rules
5Reconcile against ERP Price 1
6Produce margin output & exceptions
Effective purchase costNormalized cost after applicable commercial terms
Gross profitDifference between normalized cost and selling price
Markup & margin %SKU-level profitability indicators
Invoice reconciliationAudits calculated totals against the supplier invoice and flags material differences for review
04 · IMPLEMENTATION & VALIDATION

Designed, implemented, tested — and running live.

End-to-end implementation

The solution was designed around the client’s actual supplier documents, ERP product master and supplier-specific commercial rules, then implemented into the operating workflow rather than remaining a prototype.

✓ Photos/scans tested across different supplier invoice formats and layouts✓ New items and same-SKU / different-supplier descriptions tested✓ Unit, VAT, discount, free-goods and currency logic validated against expected calculations✓ Stress, failure, exception and reconciliation scenarios tested

Production status

Fully operational since August 1, 2026. The workflow has continued running in a live FMCG/CPG environment following implementation and validation.

Live operating useNot a mock-up or proof of conceptSupplier-specific commercial rules embedded in the workflowVerified mappings retained and human-control layer preserved for exceptions
05 · BUSINESS VALUE

Instant commercial intelligence from a supplier invoice.

Business outcome: invoice-to-margin visibility in seconds instead of waiting for manual ERP upload, data entry and subsequent comparison. The workflow automatically shows what changed — purchase cost, margin, previous supplier, pack or size, discounts, free goods, VAT or currency — while also reducing transcription, matching and unit-conversion errors.
FMCG / CPGPurchasingSKU economicsPricing & margin controlMultilingual & cross-supplier matchingIntelligent invoice processingERP data reconciliationCommercial analyticsError-control design