How a global pharmaceutical company saved USD 1.8 Mn by testing every expense claim, not a sample
Working title: SAP Concur analytics catches fraudulent expense and reimbursement claims.
01At a glance
Money savedUSD 1.8 Mn
- Door
- SAVE $
- Industry
- Pharmaceuticals
- Region
- India and the UAE
- Products
- CompliBear, ALTeX Hub
- Time to first value
- 3 weeks
02The challenge
Our expense audit tested about 2% of claims, chosen at random, three months after they were paid. With 9,000 employees filing claims in SAP Concur across India and the UAE, most of the risk went unseen. We knew there were duplicate claims, bills split to stay under approval limits, and personal spending coded as client entertainment, but we could not size the problem or prove it. Each finding took weeks of manual work, and by then the money was gone. The audit committee asked for full coverage without more headcount.
03What we did
We connected CompliBear to SAP Concur and the HR master with read-only access, on ALTeX Hub inside the client’s own cloud. In the first week we ran 120 proven expense tests, from duplicate receipts and weekend claims to split bills and mileage outliers, and added 14 rules for the client’s own policy. A machine-learning model then scored every claim for unusual patterns. Our team of three, a forensic accountant, a data engineer and a data scientist, reviewed the top exceptions with internal audit each week and valued each confirmed finding. By week six, testing ran daily and the audit team worked the exceptions itself, with the evidence for each one attached.
04What we found
| Finding | Count | Value |
|---|---|---|
| Duplicate and split claims | 412 | USD 740K |
| Inflated or personal expenses | 268 | USD 610K |
| Claims outside policy | 1,135 | USD 450K |
| Total | 1,815 | USD 1.8 Mn |
05The result
- USD 1.8 Mn saved
- First finding in 3 weeks, from read-only access to SAP Concur
- 100% of 1.4 million expense lines tested, against a 2% sample before
06In their words
We used to test 2% of claims and hope. Now every claim is checked before it is paid, and the team spends its time on the few that matter.
07What’s next
After the first quarter the client extended CompliBear to purchase-to-pay and vendor payments. Its own team now runs expense testing every month.
Where is your money hiding?
See how we find it: Fraud & duplicate payments.

