Every finding shows its arithmetic
A flag without a calculation is an accusation. Each NIRNAE finding lists the transactions, the totals and the comparison that produced it, so an officer can re-derive it by hand.
How It Works
No procurement of new systems, no data migration, and no change to how your department already records expenditure.
Method
No live system access, no procurement of new systems, no data migration, and no change to how your department already records expenditure. The department exports; NIRNAE examines what it is given.
Payment registers, sanction orders, vendor masters, beneficiary lists — whatever your treasury, PFMS or departmental system can produce as a spreadsheet or data file. NIRNAE never connects to those systems itself.
Multiple files are merged into one working ledger. Columns are mapped automatically; no schema change or systems integration is required on your side.
All nine agents examine the same dataset in a single pass, cross-checking each other so a single transaction can be flagged for more than one reason.
A ranked list of entities and transactions, each with a severity score, the supporting figures and the recommended verification step.
Evidence standard
The test we hold ourselves to is simple: a reviewing officer should be able to check any finding without us in the room.
A flag without a calculation is an accusation. Each NIRNAE finding lists the transactions, the totals and the comparison that produced it, so an officer can re-derive it by hand.
Output is phrased in the language of audit observation and recommended verification — suitable for an inspection note, an audit para or a reference to a vigilance cell.
Datasets are processed for the analysis you request. Nothing is sold, published or used to train a public model, and on-premise deployment is available for restricted records.
Disclosure
Operating boundary. NIRNAE holds no live access to treasury, PFMS, banking or departmental systems. The department exports the records it wants examined and submits them. The product is in pre-deployment: engagements today are supervised pilots on exported or anonymised datasets, and every finding is an indicator for verification, not a determination. Full answers in the FAQ.
Leave a departmental email and we will arrange a briefing on a sample dataset.
Request a briefing