UC57: Corporate Card Reconciliation & Coding

The Problem

Employees delay reconciling corporate card transactions in Concur/Ramp. Month-end closes are compressed as finance chases outstanding reconciliations. AP accruals are inaccurate when corporate card spending is not properly recorded. Merchant category codes provide hints for GL coding but require interpretation. Orphaned transactions (no expense report) accumulate as period end closes.

What the Agent Does

Ingests corporate card feed data (Visa, Amex, Brex CSV/API exports) with merchant names, amounts, dates, merchant category codes
Ingests employee-submitted expense reports from Concur/Ramp with receipt/transaction descriptions
Auto-matches card transactions to submitted expense report line items using fuzzy matching on amount (±2%) and date (±2 days)
For matched transactions, confirms reconciliation status in Concur/Ramp (marks as reconciled/approved)
For unmatched transactions, applies auto-coding logic:
Extracts merchant category code (MCC) from card transaction
Maps MCC to GL account using historical coding patterns and policy rules
Applies cost center coding based on employee's default cost center or transaction merchant location
Calculates sales tax (if applicable) based on merchant location and item type
Generates unmatched/orphaned transaction list for employee follow-up or direct GL posting
Produces reconciliation summary: matched transactions, auto-coded transactions, exceptions requiring human review
Flags aged exceptions (>5 business days unreconciled) for escalation

Data Requirements

Data Sources:

Corporate card feeds (Visa, Amex, Brex) , Transaction files (CSV, API feed) with merchant, amount, date, category code
SAP Concur / Ramp , Submitted expense reports, receipts, reconciliation status
GL and cost center master , GL account descriptions, hierarchies, cost center codes, employee assignments
Historical expense coding , Prior expense transactions with GL distributions to train matching and coding logic

Data Classification:

Public: None
Internal Structured: Card transactions, expense reports, GL account mappings, cost center assignments
Internal Unstructured: Receipt images, merchant descriptions
External Third-Party: Corporate card feeds, merchant category data
Sensitive/Regulated: Employee spending data, cost center hierarchies (potentially SOX-controlled)

Data Quality Requirements:

Timeliness: Daily (card feed available daily; expense reports updated continuously)
Completeness: 100% of card transactions must be reconcilable or codeable
Accuracy: Merchant category codes must be accurate; GL account mappings must reflect current COA; employee cost center assignments must be current

Integration Complexity: Medium , Requires daily card feed integration (CSV import or API), Concur/Ramp API for expense report matching and reconciliation marking, GL master sync, and cost center assignment sync

Score Breakdown

Criterion	Weight	Score (1 to 5)	Weighted
Time Recaptured	15%	4	0.60
Error Reduction	10%	4	0.40
Cost Avoidance	10%	3	0.30
Strategic Leverage	5%	4	0.20
Data Availability	15%	4	0.60
Process Clarity	15%	4	0.60
Ease of Implementation	10%	4	0.40
Fallback Available	10%	4	0.40
Audience (Internal)	10%	4	0.40
Composite	100%		4.15

Why It Scores Well

Reconciliation automation reduces month-end crunch significantly (70% of transactions auto-matched/coded). Accrual accuracy improves: no orphaned corporate card spend. Employee friction is reduced when card transactions are automatically matched and coded. Process is auditable and repeatable.

Regulatory Alignment

SOX 404: Internal control over transaction recording and authorization
GAAP: Accrual accounting requires all corporate card spend to be properly recorded and accrued month-end

Sprint Factory Fit

Sprint 0 (2 weeks) + 1 build sprint (2 weeks)

Fits Sprint 0 + 1 build sprint. Discovery focuses on card feed format and content, Concur/Ramp API access, and GL mapping rules. Sprint 0 covers feed integration and basic matching logic. Build sprint (2 weeks) focuses on auto-coding logic refinement and exception handling.

Comparable Implementations

Brex Card Reconciliation , Automated card reconciliation and expense matching
Ramp Corporate Card Automation , Real-time card reconciliation and GL coding

Deploy This Use Case with the Sprint Factory

From zero to a governed, production agent in 6 weeks.

Sprint Factory Schedule a Briefing

Related Use Cases

Batch Expense Management

Expense Policy Violation Pattern Detection

Score: 4.05/5.0

Batch Expense Management

Subscription & Recurring Expense Monitor

Score: 3.9/5.0

Batch Accounts Payable

3-Way Match Exception Resolver

Score: 4.35/5.0