Context
A bank running more than 100 credit models across consumer and SME lending needed to respond faster to portfolio shifts without loosening model-risk discipline.
Challenge
New credit models took 9–12 months to move from data to production.
What we deployed
A governed credit-model factory with scorecards, reason codes and early-warning alerts.
Typical architecture
- STEP 01
Bureau, application and behavioural data ingested
- STEP 02
CreditX builds and validates models with reason codes
- STEP 03
Decisions served to the loan origination system via API
- STEP 04
Monitoring for drift, stability and adverse-action reasons
Illustrative of how this solution is typically structured and governed; deployment specifics are available under NDA.
Results
- 2–3 wks data-to-production (from 9–12 months)Partner-reported
- +12% loan approvalsPartner-reported
- −10% credit lossesPartner-reported
- Manual reviews −70%Partner-reported
NoteResults from deployments by GoGenesis and its platform partners. Outcomes vary by portfolio and operating environment; your results are set in the pilot.
Governance approach
- Model documentation generated for model-risk review
- Adverse-action reasons attached to every decline
- Credit officers retain final authority on referrals
Illustrative of how this solution is typically structured and governed; deployment specifics are available under NDA.