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Validation Tool

From Inputs to Trusted Data — Automated Validation and Exception Management

This solution outlines a managed, end-to-end pipeline for collecting business data inputs, automatically validating them with AI, directing exceptions to responsible parties, and publishing reliable data into your dedicated data model.

Business Problem

  • Inputs captured across emails/Excel are inconsistent, late, and hard to trace.

  • Data quality issues are detected too late (at reporting), creating rework and delays.

  • Ownership and accountability for fixes are unclear; audit trail is fragmented.

  • Manual updates into reporting files increase operational risk.

Automation flow

  • Power Apps: users enter data in a standardized form (mandatory fields, dropdowns, evidence).

  • AI validation: automatic completeness, format, plausibility/outlier, and consistency checks; outputs escalation is real time.

  • Data owner routing: exceptions go to the responsible owner for correction/approval with link back to the record.

  • Excel update: validated/approved records populate a governed Excel Online table.

  • Power BI: report refreshes from Excel and optionally includes data-quality KPIs

Client value

  • Faster reporting cycle through early error detection.

  • Higher data quality and fewer reconciliations.

  • Clear accountability and audit-ready traceability (who/what/when/why).

  • Reduced manual handling and operational risk

Integrability

One of the strongest advantages of this Validation Tool is its native integrability across the Microsoft E365 ecosystem. 

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