Use case · solution pattern, not a customer claim
Operations staff manually enter order lines into the ERP and compare item numbers, quantities, delivery addresses, prices, and Incoterms. Errors often surface only in planning, production, or invoicing.
Data landscape
The first step is not a new platform for its own sake. It creates traceable access to the sources that shape the process today.
SAP SD or MM, Microsoft Dynamics 365 Business Central, proALPHA, abas ERP, Infor, email, EDI, PDF, Excel, OCR, and customer and material master data.
First project scope
A first step covers one document type, one major customer, or a limited number of frequently ordered items. Extraction and rule validation run in suggestion mode, with an employee confirming the posting.
Constrain
Select one frequent document type, one relevant customer, or 20 common items.
Connect
Match incoming documents with customer, material, and pricing master data.
Review
Confirm extracted fields and identified differences before every posting.
Observe impact
Observe entry effort, exception rate, customer queries, and transfer errors.
The honest objection
The dependable response
The first step does not need to handle every format. It covers the highest-value or highest-volume segment and makes exception rates transparent.
Conditions
A sound starting point needs clear data, accountability, and boundaries. Missing conditions are made visible rather than hidden.
When personal data is processed, requirements include purpose limitation, data minimisation, access protection, and deletion rules. Works councils and data protection stakeholders should be involved early where the specific use requires it.
Personal accountability
Umar Qureshi, Data & AI Expert
The technical background spans data engineering and platform architecture through enterprise search and responsibly integrated AI systems. The assessment remains grounded in your process and system landscape.
Free initial assessment
Together, we frame document variants, ERP validation rules, and a safe suggestion mode.
The initial consultation and joint use-case discovery are free and non-binding.
ERP, accounting, banking, and specialist systems use different identifiers. Reconciliation remains trapped in spreadsheets, emails, and personal comments.
Evidence sits in tickets, policies, training lists, approvals, and emails. Currency, completeness, and provenance are difficult to see.
Complaints, defect codes, batches, and process values live in separate systems. Recurring patterns are therefore identified late.
