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Find Exceptions Faster Examples

Practical examples of how Sapient helps teams surface mismatches, missing items, and policy-driven review needs without losing visibility into what happened.

Concept Overview

Compare incoming records and send only mismatches to human review.

Exception review laptop dashboard showing queues, reasons, source documents, triggered rules, and recommended actions

Dashboard View

Review exception queues with reasons, source documents, triggered rules, and recommended actions.

Mobile View

Help reviewers resolve invoice, EOB, duplicate, and policy exceptions quickly.

Invoice Matching

Challenge: Invoices, purchase orders, and receipts do not always line up, leaving teams to find mismatches manually.
Sapient Solution: Compare key fields across documents and flag quantity, amount, or vendor discrepancies for review.
Business Value: Surfaces mismatches earlier and reduces time spent checking routine transactions by hand.

Missing Document Checks

Challenge: Transaction packets often arrive without required backup, approvals, or supporting files.
Sapient Solution: Verify required documents are present before processing and route incomplete items to review.
Business Value: Reduces downstream delays and creates cleaner handoffs into the client system.

EOB Reconciliation

Challenge: Teams manually compare EOBs, claims, and payment records to spot missing or inconsistent items.
Sapient Solution: Cross-check records across sources and highlight variances, unmatched entries, and missing references.
Business Value: Improves visibility into reconciliation work and reduces repetitive comparison effort.

Duplicate Record Detection

Challenge: Duplicate invoices, claims, or work items can slip through when records look similar but are not exact matches.
Sapient Solution: Check identifiers, dates, vendors, and amounts to flag likely duplicates for review before posting.
Business Value: Helps prevent duplicate processing and keeps exception queues focused on true issues.

Policy Violation Review

Challenge: Some transactions need review because they fall outside defined thresholds or business policies.
Sapient Solution: Apply rule-based checks and send only out-of-policy items into a review queue with clear reasons.
Business Value: Keeps teams focused on higher-risk exceptions instead of reviewing every routine item.

Data Mismatch Alerts

Challenge: Values in incoming files or forms may not match what already exists in the client system.
Sapient Solution: Compare source data with system records and surface key field differences that need attention.
Business Value: Improves data accuracy and gives users a clearer path to resolve discrepancies.

Example Workflow

Invoice Matching

Challenge

Invoices, purchase orders, and receipts often contain small discrepancies that are hard to catch during manual review.

Business Value

A clearer review workflow helps teams identify mismatches sooner, route only the right items to attention, and maintain visibility into what was checked.

Collect
Transaction documents are received from email, uploads, or connected systems.
Compare
Key values such as vendor, invoice number, quantity, and amount are checked across records.
Flag Differences
Mismatches, missing references, or suspicious duplicates are surfaced automatically.
Route for Review
Only exception items are sent to a review queue with the reason clearly shown.
Resolve
The reviewer confirms, corrects, or approves the item and the final action is recorded.