Shoppeal
Finance team reviewing a reconciliation exception and its audit trail

Case Study

Solution Concept

Reconciliation exceptions with a full audit trail

A representative scenario based on a recurring bottleneck in mid-market financial operations: a reconciliation run produces breaks that don't auto-match, and each one has to be investigated, resolved, and documented well enough to survive an audit.

All records, account identifiers, and data points in this example are simulated to demonstrate our architectural approach. No commercial data is used. This blueprint addresses reconciliation workflow architecture, not regulatory or audit certification. Shoppeal Tech is not a compliance authority and does not represent this as legal or regulatory advice.

Finance team reviewing a reconciliation exception and its audit trail

Operational Challenge

A bank, intercompany, or payment-matching reconciliation run completes with a set of breaks that didn't auto-match. Someone on the finance team has to investigate each one, decide a disposition, and document it well enough that an auditor can reconstruct it later.

Systems Integrated

  • General ledger / core accounting system: the books being reconciled
  • Bank or payment-processor statements: the external source of truth
  • Intercompany sub-ledgers: transactions that must net to zero
  • Spreadsheet-based tracking: the working exception log finance teams actually use

Architectural Approach

1

Exception Map

The unmatched break is logged. We document what has to be verified (timing difference, data error, or genuine discrepancy) and what evidence an eventual audit will require.

2

Context Map

The integration layer pulls the ledger entry, the bank or processor statement line, and this account's prior break history into one view, replacing a manual line-by-line comparison across systems.

3

Decision Rulebook

Business logic classifies the break type and applies this account's history of similar variances, and the AI drafts a recommended disposition with its reasoning: auto-match under a tolerance rule, flag for write-off, or escalate.

4

Human Approval Flow

A finance lead reviews the recommendation and the underlying evidence. They approve, adjust, or reject it. No disposition is recorded as final without this authorization, and every match, exception, and resolution is logged automatically as it happens.

5

Measurement Report

We track time-to-resolution and recurring break patterns per account against an established baseline, so a systemic source of breaks becomes visible instead of being re-investigated from scratch each period.

Where AI Fits

AI aggregates the ledger entry, statement line, and account history, classifies the break type, and drafts a recommended disposition with its reasoning and a full log of what it checked. It does not post a disposition or write off a break on its own. A finance lead approves every disposition, and the approval itself is logged alongside it.

Illustrative Outcome

Example estimate only. Not a commercial outcome. In this representative scenario, aggregating ledger, statement, and history into one view turns a manual line-by-line investigation into a drafted disposition with its supporting evidence attached, ready for review, with the audit trail already in place rather than reconstructed later.

Next Step

Recognize a similar bottleneck in your operation?

Describe the operational challenge. We'll help you work out whether this methodology applies.