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 · BUSINESS PROBLEM

Supplier invoices are structured for suppliers — not for commercial analysis.

Supplier invoices arrive as photos, scans and different document layouts. Item names, languages, pack formats, units, discounts, free goods, VAT treatment and currencies can all differ from the client’s internal product master. Traditional processing depends on someone manually re-entering and checking invoice lines before purchasing and margin information becomes usable. That creates delays and exposes the process to transcription, matching, unit-conversion and costing errors.

Input

Photo / scan capture

Processes supplier-invoice photos or scans directly in their original format and extracts descriptions, quantities, units, prices, discounts, free goods and VAT treatment — removing the wait for manual invoice re-entry.

Reconcile

Intelligent SKU matching

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

Normalize

Supplier-specific logic

Applies each supplier’s pack, unit, discount, free-goods, VAT and currency rules before comparing purchasing economics.

Output

Fast decision output

Links reconciled items to ERP selling prices and produces effective cost, gross profit, markup, margin and exception information rapidly after capture — without waiting for line-by-line manual data entry.

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

Automation grounded in commercial operating knowledge.

Business objective: turn supplier invoice photos or scans into fast, structured and commercially validated output; remove the dependency on manual invoice re-entry; prevent common transcription, matching and unit-conversion errors; and deliver much faster visibility into SKU-level purchasing costs, pricing and margins by connecting unstructured supplier information directly to the client’s ERP data.
FMCG / CPGPurchasingSKU economicsPricing & margin controlMultilingual & cross-supplier matchingIntelligent invoice processingERP data reconciliationCommercial analyticsError-control design