Reconciliation workflows

Clear routine matches faster and bring the real exceptions forward.

Improve bank-reconciliation preparation with structured matching rules, clear exception queues, evidence, and human approval.

Workflow architecture

Bank Reconciliation

Human checkpoint
01

Capture

Normalize transaction descriptions and references

02

Prepare

Suggest matches using amount, date, and known patterns

03

Review

Suggestions never equal posted entries

04

Act

Use historical reconciliations to identify rules, then pilot suggestions on one low-risk account with reviewer sign-off.

ChatGPTClaudeGeminiYour existing tools

Useful opportunities

What AI can prepare or improve.

  • Normalize transaction descriptions and references
  • Suggest matches using amount, date, and known patterns
  • Group deposits against supporting records
  • Flag duplicates, stale items, and unusual movements
  • Draft exception explanations and follow-up lists
  • Prepare a review-ready reconciliation package

Operating boundaries

Controls before convenience.

  • Suggestions never equal posted entries
  • Materiality and confidence thresholds
  • Segregation of duties and approval controls
  • Complete evidence and change history

A good first step

Use historical reconciliations to identify rules, then pilot suggestions on one low-risk account with reviewer sign-off.

Start small

Find a safe first bank reconciliation workflow.

We’ll map the task, information, decision, and review path before recommending a tool or build.