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AI for Fintech
Fintech and lending
KYC files with missing documents, loan applications with gaps, transaction feeds with duplicates, and fraud alerts nobody has time to explain. Fintech agents clean the data, score risk with trained models and send every risky decision to a named officer.
FraudShield Agent
Cleans the transaction feed, scores every transaction with a trained gradient-boosting model (plus an IsolationForest anomaly score), and writes a plain-English reason for each high-risk one.
| Issue found in the demo | Risk | Count |
|---|---|---|
| missing_amount | low | 5 |
| out_of_range_amount | low | 4 |
| duplicate_record | low | 5 |
| high_fraud_risk | high | 25 |
KYC AutoFlow Agent
Validates PAN format, address completeness, document expiry and name match; finds the same identity filed twice.
| Issue found in the demo | Risk | Count |
|---|---|---|
| bad_format_pan | medium | 10 |
| missing_address | medium | 6 |
| identity_duplicate | high | 8 |
| expired_document | medium | 6 |
| name_mismatch | medium | 6 |
AML Monitor Agent
Detects split deposits just under thresholds and money that loops back to its origin; repairs feed defects first.
| Issue found in the demo | Risk | Count |
|---|---|---|
| missing_amount | low | 4 |
| duplicate_record | low | 4 |
| structuring | high | 6 |
| round_tripping | high | 4 |
LoanProcess Agent
Finds missing employment length and interest rate, impossible ages, then scores default risk with a logistic-regression model.
| Issue found in the demo | Risk | Count |
|---|---|---|
| missing_person_emp_length | medium | 8 |
| missing_loan_int_rate | low | 8 |
| out_of_range_person_age | medium | 5 |
| high_default_risk | medium | 20 |
All 6 Fintech agents
Numbers from one recorded run on demo data with planted problems.
FraudShield
Explains and triages risky card transactions for analysts.
found 39fixed 14held 2502 · LendFlowKYC AutoFlow
Checks KYC records, catches bad documents and duplicates before they reach underwriting.
found 36fixed 28held 803 · CoreAML Monitor
Watches mobile-money flows for structuring and round-tripping, and drafts case files.
found 18fixed 8held 1004 · LendFlowLoanProcess
Repairs loan applications and flags high-risk ones with a model score and reasons.
found 41fixed 41held 005 · LendFlowComplianceBot
Finds misclassified NPAs and missing KFS, then drafts the regulatory return.
found 49fixed 49held 006 · Support DeskCustomer Support (Fintech)
Routes fintech support tickets correctly and finds knowledge-base gaps.
found 68fixed 68held 0In a demo: KYC AutoFlow asks each customer for exactly the missing document; LoanProcess routes high-risk files with reasons.
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