SHIELD identifies inconsistencies, duplicates and known patterns before approval — and always triggers a human review, never an automatic refusal.
What the module does
Each line describes a function by what it produces, never by the promise it carries.
- Periodically recomputes the risk of live credit.
- Detects deterioration signals: emerging arrears, falling flows, rising indebtedness.
- Produces graded alerts, each with a recommended action.
- Builds prioritised work lists for collections officers.
- Measures its own performance after the fact: did the alerts precede the actual defaults?
How a portfolio moves, period after period
Choose a period and a segment. The figure shows how many files changed situation — it is movement, not state, that calls for action.
Situation improved34
Situation stable182
Moved to watch41
Situation deteriorated18
What it never does
What a module refuses to do can be checked; what it promises to do well can only be argued. Its limits are therefore written next to its capabilities.
- SENTINEL never changes a past decision: it produces a new one, linked, and flags the difference.
- An alert triggers no automatic action on the credit or on the client.
What this changes
What having this module changes in the real work of a credit team.
Credit does not stop at approval. A default anticipated by sixty days is handled quite differently from one endured, and it is on already-granted portfolio that the largest share of recoverable value sits.
Keep reading
VISION turns individual decisions into strategic intelligence: portfolio performance by cohort, data quality, and the gap between recommendation and human decision.