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Withdrawal":{"month_1":-3000000.0,"month_2":-2000000.0,"month_3":-1500000.0,"total":-6500000.0,"count":12},"E-Wallet":{"month_1":0,"month_2":0,"month_3":-171700.0,"total":-171700.0,"count":2},"Transport":{"month_1":-337900.0,"month_2":0,"month_3":0,"total":-337900.0,"count":1}},"bank_summary":{"total_transactions":417,"months_observed":3,"pivot_month_labels":["02/2026","03/2026","04/2026"],"average_monthly_salary":0.0,"average_monthly_loan_payment":0.0,"average_monthly_outflow":8385250.0,"categorisation_breakdown":{"rule_based":68,"llm_based":1,"fallback":348},"red_flags":{"gambling":{"count":0,"total_idr":0.0,"matched_keywords":[],"sample_transactions":[],"severity":"High"},"trading_crypto":{"count":0,"total_idr":0.0,"matched_keywords":[],"sample_transactions":[],"severity":"Medium"}}},"loan_reconciliation":{"by_source":{"customer_declared_outstanding":76600000.0,"customer_declared_emi":0,"bureau_total_outstanding":129716431,"bureau_total_emi":0,"bank_avg_monthly_loan_payment":0.0},"gaps":{"declared_vs_bureau_outstanding_gap":53116431.0,"bureau_emi_vs_bank_payment_gap":0.0,"customer_underdeclared":true},"lender_overlap":{"in_both_bureau_and_bank":[],"only_in_bureau":["ADAKAMI","ADAPUNDI","EASY 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Senior High School (SMA)","actual":"S1","passed":true,"critical":true},{"rule":"Employer Type","expected":"State-Owned / Government / Private","actual":"SWASTA","passed":true,"critical":true},{"rule":"Employment Contract","expected":"Permanent / Karyawan Tetap","actual":"KARYAWAN TETAP","passed":true,"critical":true},{"rule":"Employer in business > 5 years","expected":"> 5 years","actual":"Manual verification required","passed":null,"critical":false,"note":"Verify via LinkedIn / company website / interview"},{"rule":"Tenure in Current Company","expected":"≥ 1 year","actual":"1 years","passed":true,"critical":true},{"rule":"Total Work Experience","expected":"≥ 3 years","actual":"10 years","passed":true,"critical":true},{"rule":"Minimum Salary","expected":"> IDR 7,000,000","actual":"IDR 21,500,000","passed":true,"critical":true}],"summary":{"total_rules":10,"passed":8,"failed_critical":0,"failed_soft":0,"pending_manual":2},"auto_decline":false,"critical_failures":[],"verdict":"PROCEED_WITH_CHECKS"},"auto_decline_triggered":false,"credit_ratios":{"ratios":{"toir":{"value":79.09,"unit":"%","label":"TOIR (Post-Consolidation Affordability)","band":"Green","benchmark":"≤ 100% Green | 100-130% Amber | > 130% Red (gate: TOIR ≤ 130% OR FOIR ≤ 60%) — (FLIN EMI + secured EMI + expenses + rent) / declared income","is_gating":true},"foir":{"value":0.0,"unit":"%","label":"FOIR (Fixed Obligations / Income)","band":"Green","benchmark":"< 40% Green | 40-60% Amber | > 60% Red (gate: TOIR ≤ 130% OR FOIR ≤ 60%)","is_gating":true},"dti":{"value":50.28,"unit":"%","label":"Debt-to-Income (Annual)","band":"Green","benchmark":"< 300% Green | 300-500% Amber | > 500% Red"},"income_multiplier":{"value":0.5,"unit":"x","label":"Total Debt / Annual Income","band":"Green","benchmark":"< 3x Green | 3-5x Amber | > 5x Red"},"residual_income":{"value":8500000.0,"unit":"IDR","label":"Residual Monthly Income (post all outflows)","band":"Green","benchmark":"> IDR 5M Green | 2-5M Amber | < 2M Red"},"income_consistency":{"value":null,"unit":"%","label":"Bank-detected vs Declared Income","band":"Red","benchmark":"≥ 90% Green | 75-90% Amber | < 75% Red"}},"scorecard":{"green":5,"amber":0,"red":1,"overall_assessment":"Acceptable"},"inputs_used":{"declared_monthly_income":21500000.0,"bank_detected_income":0.0,"effective_income_used":21500000.0,"spouse_income":0.0,"monthly_expenses":13000000.0,"monthly_rent":0.0,"existing_emi_conservative":0.0,"total_outstanding_conservative":129716431.0,"toir_components":{"unsecured_to_consolidate":75717125.0,"secured_installment_total":0.0,"monthly_expenses":13000000.0,"monthly_rent":0.0,"flin_rate_monthly":0.04,"flin_tenor_months":36,"flin_emi":4004442.348888292,"toir_numerator":17004442.348888293,"income_base":21500000.0,"income_base_label":"declared monthly income (fixed)"}}},"ratios_computed_at":"2026-05-12T05:56:32.269197","ratios_stale":false,"profile_check":{"mode":"training_data_only","employer":{"name":"PT XD SAKTI INDONESIA","profile_summary":"Unknown - no information available about this Indonesian private company in training data.","industry":"Unknown","industry_risk_for_credit":"Unknown","headquartered_in":"Unknown","estimated_employee_count_band":"Unknown","estimated_company_vintage_years":"Unknown","stability_signals":"Unknown","confidence":"Unknown","needs_verification":true,"sources_known_to_model":[]},"applicant":{"found_in_training_data":false,"linkedin_signals":"None known","google_signals":"None known","estimated_seniority":"Head","tenure_observation":"Job title 'ENTERPRISE MANAGEMENT DEPT HEAD' aligns with stated 1-2 year tenure at current company and 10+ years total experience","income_plausibility":{"declared_monthly_income_idr":21500000,"expected_range_for_role_idr":"Cannot estimate without knowing company size and industry","verdict":"Cannot assess","comment":"Department head role could justify this income level but varies significantly by company size and industry"},"confidence":"Low","needs_verification":true},"policy_implications":[{"category":"Stability","severity":"Medium","note":"Unknown employer requires verification of company legitimacy and financial stability"}],"disclaimer":"PT XD SAKTI INDONESIA is not found in training data. All employer information requires independent verification through official Indonesian business registries.","sources_consulted":[]},"risk_assessment":{"overall_risk_rating":"Very High","internal_credit_score":250,"recommendation":"Decline","risk_factors":[{"category":"Bureau","severity":"High","description":"9 write-offs from multiple pinjol providers (Easy Cash, Kredito, Adapundi, KTA Kilat, Pinjam Yuk, AdaKami) with maximum delinquency of 738 days, indicating severe repayment difficulties and wilful default behavior"},{"category":"Bureau","severity":"High","description":"Current delinquencies on 3 active accounts including PT Pembiayaan Digital Indonesia (14 DPD), PT Fintek Digital Indonesia/Kredito (58 DPD), and PT Bank Jago (38 DPD)"},{"category":"Application","severity":"High","description":"Massive underdeclaration of debt - customer declared IDR 76.6M but bureau shows IDR 129.7M outstanding (69% gap), indicating potential fraud or lack of awareness"},{"category":"Banking","severity":"High","description":"No salary credits detected in 3-month bank statement despite claiming IDR 21.5M monthly income - complete income verification failure"},{"category":"Application","severity":"Medium","description":"Gender mismatch - KTP shows 'Laki-Laki' (Male) but name 'FANNY' typically indicates female identity"},{"category":"Bureau","severity":"Medium","description":"Excessive paylater usage with 292 transactions, primarily through Gopay Later/Pinjam (252 loans), indicating potential addiction to credit"}],"positive_indicators":["High declared income of IDR 21.5M monthly","Permanent employment contract","University education (S1)","Home ownership","10+ years work experience"],"conditions_if_any":[],"executive_summary":"STRONG DECLINE RECOMMENDATION. This applicant presents multiple critical red flags that make them unsuitable for debt consolidation: (1) Extensive write-off history with 9 defaulted loans showing wilful default behavior, (2) Current active delinquencies on 3 accounts, (3) Massive debt underdeclaration (69% gap), and (4) Complete absence of salary credits in bank statements despite claiming high income. The combination of proven default history, current payment difficulties, and potential income fraud creates an unacceptable risk profile. The applicant appears to be in severe financial distress and seeking consolidation as a last resort rather than genuine debt management."},"interview_questions":[{"section":"Verification","question":"Can you confirm your current residential address at Pondok Ranggon, RT 5 RW 3, and how long have you lived there?","why_asking":"Address verification and stability assessment","expected_answer_format":"Free text"},{"section":"Verification","question":"Your KTP shows gender as 'Laki-Laki' but your name is Fanny. Can you explain this discrepancy?","why_asking":"Identity verification - potential document fraud or data entry error","expected_answer_format":"Free text"},{"section":"Verification","question":"Please describe your role as Enterprise Management Dept Head at PT XD Sakti Indonesia and your main responsibilities.","why_asking":"Employment verification and income justification","expected_answer_format":"Free text"},{"section":"Verification","question":"How many dependents do you currently support and what are their ages?","why_asking":"Verify declared 2 dependents and assess financial obligations","expected_answer_format":"Number"},{"section":"Income","question":"Your bank statement shows no salary credits for 3 months despite claiming IDR 21.5M monthly income. How do you receive your salary?","why_asking":"Critical income verification - no salary detected in provided bank account","expected_answer_format":"Free text"},{"section":"Income","question":"Do you have other bank accounts where your salary is credited? If yes, why didn't you provide those statements?","why_asking":"Identify if income flows through different accounts","expected_answer_format":"Yes/No"},{"section":"Income","question":"Can you provide your employment contract, latest tax return (SPT), or BPJS records to verify your income?","why_asking":"Alternative income verification due to bank statement discrepancy","expected_answer_format":"Document"},{"section":"Debt Background","question":"You declared IDR 76.6M debt but our bureau check shows IDR 129.7M. Can you explain this IDR 53M difference?","why_asking":"Address massive debt underdeclaration - potential fraud indicator","expected_answer_format":"Free text"},{"section":"Debt Background","question":"You have 9 write-offs from various pinjol providers (Easy Cash, Kredito, Adapundi, etc.). What caused these defaults and how do you plan to avoid similar issues?","why_asking":"Understand default behavior and assess rehabilitation potential","expected_answer_format":"Free text"},{"section":"Debt Background","question":"You currently have 3 delinquent accounts (14-58 days overdue). Why haven't you been making payments on these?","why_asking":"Assess current financial distress and payment capacity","expected_answer_format":"Free text"},{"section":"Debt Background","question":"You have 292 paylater transactions, mostly through Gopay. What drives this frequent borrowing behavior?","why_asking":"Assess credit addiction and spending patterns","expected_answer_format":"Free text"},{"section":"Expense Validation","question":"Your declared monthly expenses are IDR 13M. Please break this down by category (food, utilities, transport, family support, etc.)","why_asking":"Validate expense declaration and identify spending patterns","expected_answer_format":"Free text"},{"section":"Future Plans","question":"If we consolidate your debt, how will you ensure you don't take additional loans and repeat the same debt accumulation pattern?","why_asking":"Assess re-leveraging risk and debt discipline","expected_answer_format":"Free text"},{"section":"Future Plans","question":"Do you have any assets, side income, or expected lump-sum payments (bonus, inheritance, property sale) that could help with debt repayment?","why_asking":"Identify additional repayment capacity or collateral potential","expected_answer_format":"Free text"}],"credit_score_internal":250,"summary_report_html":"\n\nCredit Summary — FANNY OKTORIADI\n\n
\n

📋 Credit Summary — Pre-Interview Brief

\n

\n FANNY OKTORIADI · KTP: 3175101010770009 ·\n Generated: 12 May 2026, 05:57 WIB\n

\n\n
\n
Recommendation
\n
Approved
\n
\n Risk: Very High ·\n Internal Score: 250/100 ·\n Eligibility: PROCEED_WITH_CHECKS\n
\n
Analyst Decision: Rp 0 for 24 months · Reviewed by ninad@flin.co.id · Notes: freve
\n
\n\n \n\n

Applicant Profile

\n
\n
Full Name
\n
FANNY OKTORIADI
\n
Age / DOB
\n
None · Oct 10th 1977
\n
KTP / Mobile
\n
3175101010770009
0812-1212-2461
\n
Education
\n
S1
\n
Marital · Dependents
\n
Kawin · 2.0
\n
Job · Employer
\n
ENTERPRISE MANAGEMENT DEPT HEAD
PT XD SAKTI INDONESIA
\n
\n\n

Eligibility Check (10 Hard Rules)

\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
RuleRequiredActualStatus
Loan Amount Band> IDR 20 millionIDR 76,600,000✓ Pass
Primary Ratio Gate (TOIR/FOIR)TOIR ≤ 130% OR FOIR ≤ 60%TOIR=79.1%, FOIR=0.0%✓ Pass
Residential GeographyBandung / Surabaya / Jabodetabek (Bali excluded)KOTA JAKARTA TIMUR, DKI JAKARTA✓ Pass
Minimum Education≥ Senior High School (SMA)S1✓ Pass
Employer TypeState-Owned / Government / PrivateSWASTA✓ Pass
Employment ContractPermanent / Karyawan TetapKARYAWAN TETAP✓ Pass
Employer in business > 5 years> 5 yearsManual verification required◎ Manual
Tenure in Current Company≥ 1 year1 years✓ Pass
Total Work Experience≥ 3 years10 years✓ Pass
Minimum Salary> IDR 7,000,000IDR 21,500,000✓ Pass
\n\n \n\n

Income & Loan Request

\n
\n
Declared Income/mo
\n
Rp 21,500,000
\n
Bank-Detected/mo
\n
Rp 0
\n
Declared Expenses/mo
\n
Rp 13,000,000
\n
\n\n

Loan Reconciliation (Customer / Bureau / Bank)

\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
SourceOutstandingMonthly EMI
Customer DeclaredRp 76,600,000Rp 0
Bureau (AFPI + CLIK)Rp 129,716,431Rp 0
Bank Statement (avg/mo loan payments)—Rp 0
\n \n
\n ⚠️ Customer underdeclared debt:\n Customer declared Rp 76,600,000 but bureau shows\n Rp 129,716,431 —\n gap of Rp 53,116,431. Probe in interview.\n
\n\n \n

AFPI Bureau Analysis\n \n 292 loans ·\n Rp 39.952.761 outstanding ·\n 9 Pinjol(s)\n \n

\n \n\n
\n
\n

Loans by Pinjol (top 15 by outstanding)

\n \n \n \n
PinjolLoansOutstanding
Easy Cash4Rp 22.899.998
Kredito1Rp 5.000.000
Adapundi1Rp 3.600.000
Pinjam Yuk8Rp 3.000.000
AdaKami7Rp 2.852.765
KTA Kilat3Rp 2.599.998
Gopay Later / Gopay Pinjam252Rp 0
Kredit Pintar13Rp 0
Asetku / Akulaku3Rp 0
\n
\n
\n

Loan Status Count

\n
StatusCount
L281
W9
F2
\n

Collectibility Status Count

\n
BucketCount
DPD 0162
DPD 1-30119
DPD 90+11
\n
\n
\n\n

Collectibility × Loan Status (Count)

\n
LFW
DPD 0162——
DPD 1-30119——
DPD 90+—29
\n\n

Collectibility × Loan Status (Outstanding Loan Value)

\n
LFW
DPD 0Rp 0——
DPD 1-30Rp 0——
DPD 90+—Rp 11.449.999Rp 28.502.762
\n\n

Year × Loan Status (Count)

\n
LFW
201810——
201919——
202028——
202176——
20228429
202364——
\n\n

Year × Collectibility Status (Count)

\n
DPD 0DPD 1-30DPD 90+
201810——
2019127—
20201315—
20215620—
2022463811
20232539—
\n\n

CLIK Bureau Analysis\n \n 9 loans ·\n Rp 89.763.670 debit balance ·\n DPD mean 12.22, max 58.0 days\n \n

\n

\n Secured: 1 loans, Rp 53.999.306 ·\n Unsecured: 8 loans, Rp 35.764.364 ·\n Total disbursed (Initial Credit Limit): Rp 151.080.000\n

\n \n

CLIK — Combined (secured + unsecured)

\n
\n
\n

Contract Phase × DPD Bucket (count)

\n
CurrentDPD 1-89
Active63
\n

Contract Status × DPD Bucket (count)

\n
CurrentDPD 1-89
Active Facilities63
\n
\n
\n

DPD Bucket × Debit Balance (sum)

\n
DPD BucketDebit Sum
CurrentRp 82.219.234
DPD 1-89Rp 7.544.436
\n

Contract Phase Count

\n
PhaseCount
Active9
\n
\n
\n\n
\n
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Debit Balance per Contract Type Code

\n
Type CodeSum
OthersRp 88.442.567
Credit to third parties through other agencies by channelingRp 1.099.103
Buy Now Pay Later (BNPL) - Non Fintech (i.e. Banks)Rp 222.000
\n
\n
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Debit Balance per Provider Type Code

\n
Provider CodeSum
Conventional Rural BankRp 53.999.306
Conventional Commercial BankRp 29.097.031
Non Financial Services InstitutionRp 5.000.000
FintechRp 1.445.333
Financing CompanyRp 222.000
\n
\n
\n\n\n

CLIK — Secured

\n
\n
\n

Contract Phase × DPD Bucket (count)

\n
Current
Active1
\n

Contract Status × DPD Bucket (count)

\n
Current
Active Facilities1
\n
\n
\n

DPD Bucket × Debit Balance (sum)

\n
DPD BucketDebit Sum
CurrentRp 53.999.306
\n

Contract Phase Count

\n
PhaseCount
Active1
\n
\n
\n\n
\n
\n

Debit Balance per Contract Type Code

\n
Type CodeSum
OthersRp 53.999.306
\n
\n
\n

Debit Balance per Provider Type Code

\n
Provider CodeSum
Conventional Rural BankRp 53.999.306
\n
\n
\n\n

CLIK — Unsecured

\n
\n
\n

Contract Phase × DPD Bucket (count)

\n
CurrentDPD 1-89
Active53
\n

Contract Status × DPD Bucket (count)

\n
CurrentDPD 1-89
Active Facilities53
\n
\n
\n

DPD Bucket × Debit Balance (sum)

\n
DPD BucketDebit Sum
CurrentRp 28.219.928
DPD 1-89Rp 7.544.436
\n

Contract Phase Count

\n
PhaseCount
Active8
\n
\n
\n\n
\n
\n

Debit Balance per Contract Type Code

\n
Type CodeSum
OthersRp 34.443.261
Credit to third parties through other agencies by channelingRp 1.099.103
Buy Now Pay Later (BNPL) - Non Fintech (i.e. Banks)Rp 222.000
\n
\n
\n

Debit Balance per Provider Type Code

\n
Provider CodeSum
Conventional Commercial BankRp 29.097.031
Non Financial Services InstitutionRp 5.000.000
FintechRp 1.445.333
Financing CompanyRp 222.000
\n
\n
\n\n\n

Credit Ratios

\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
MetricValueBandBenchmark
TOIR (Post-Consolidation Affordability) PRIMARY79.09%Green≤ 100% Green | 100-130% Amber | > 130% Red (gate: TOIR ≤ 130% OR FOIR ≤ 60%) — (FLIN EMI + secured EMI + expenses + rent) / declared income
FOIR (Fixed Obligations / Income) PRIMARY0.00%Green< 40% Green | 40-60% Amber | > 60% Red (gate: TOIR ≤ 130% OR FOIR ≤ 60%)
Debt-to-Income (Annual)50.28%Green< 300% Green | 300-500% Amber | > 500% Red
Total Debt / Annual Income0.50xGreen< 3x Green | 3-5x Amber | > 5x Red
Residual Monthly Income (post all outflows)Rp 8,500,000Green> IDR 5M Green | 2-5M Amber | < 2M Red
Bank-detected vs Declared IncomeN/ARed≥ 90% Green | 75-90% Amber | < 75% Red
\n\n

Bank Statement Category Pivot (Top 12 by Volume)

\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
Category02/202603/202604/2026Avg/Mo
MiscellaneousRp 1,212,863Rp 4,889,513Rp 11,787,774Rp 5,963,383
Cash WithdrawalRp -3,000,000Rp -2,000,000Rp -1,500,000Rp -2,166,667
TransportRp -337,900Rp 0Rp 0Rp -112,633
Bank ChargesRp -118,500Rp -47,000Rp -74,500Rp -80,000
E-WalletRp 0Rp 0Rp -171,700Rp -57,233
Individual OutRp 0Rp 0Rp -16,000Rp -5,333
\n\n \n

Occupational & Profile Check\n \n LLM knowledge estimate · no live web evidence\n ⚠ Verify before relying\n

\n\n

\n Employer · PT XD SAKTI INDONESIA\n  Confidence: Unknown\n

\n \n \n
ProfileUnknown - no information available about this Indonesian private company in training data.
IndustryUnknown
Industry risk for creditUnknown
Headquartered inUnknown
Employee count bandUnknown
Company vintageUnknown years
Stability signalsUnknown
Sources known to model—
\n\n

\n Applicant · FANNY OKTORIADI\n  Confidence: Low\n

\n \n \n
Found in training dataNo
LinkedIn signalsNone known
Google signalsNone known
Estimated seniorityHead
Tenure observationJob title 'ENTERPRISE MANAGEMENT DEPT HEAD' aligns with stated 1-2 year tenure at current company and 10+ years total experience
Declared income (IDR/mo)Rp 21,500,000
Expected range for roleCannot estimate without knowing company size and industry
Plausibility verdictCannot assess
CommentDepartment head role could justify this income level but varies significantly by company size and industry
\n\n

Policy Implications (high-confidence only)

\n \n \n \n
CategorySeverityNote
StabilityMediumUnknown employer requires verification of company legitimacy and financial stability
\n\n

\n Disclaimer: PT XD SAKTI INDONESIA is not found in training data. All employer information requires independent verification through official Indonesian business registries.\n

\n \n\n\n

Risk Factors

\n \n \n \n \n \n \n \n \n \n \n \n \n \n \n \n
CategorySeverityDescription
BureauHigh9 write-offs from multiple pinjol providers (Easy Cash, Kredito, Adapundi, KTA Kilat, Pinjam Yuk, AdaKami) with maximum delinquency of 738 days, indicating severe repayment difficulties and wilful default behavior
BureauHighCurrent delinquencies on 3 active accounts including PT Pembiayaan Digital Indonesia (14 DPD), PT Fintek Digital Indonesia/Kredito (58 DPD), and PT Bank Jago (38 DPD)
ApplicationHighMassive underdeclaration of debt - customer declared IDR 76.6M but bureau shows IDR 129.7M outstanding (69% gap), indicating potential fraud or lack of awareness
BankingHighNo salary credits detected in 3-month bank statement despite claiming IDR 21.5M monthly income - complete income verification failure
ApplicationMediumGender mismatch - KTP shows 'Laki-Laki' (Male) but name 'FANNY' typically indicates female identity
BureauMediumExcessive paylater usage with 292 transactions, primarily through Gopay Later/Pinjam (252 loans), indicating potential addiction to credit
\n\n

Executive Summary

\n

STRONG DECLINE RECOMMENDATION. This applicant presents multiple critical red flags that make them unsuitable for debt consolidation: (1) Extensive write-off history with 9 defaulted loans showing wilful default behavior, (2) Current active delinquencies on 3 accounts, (3) Massive debt underdeclaration (69% gap), and (4) Complete absence of salary credits in bank statements despite claiming high income. The combination of proven default history, current payment difficulties, and potential income fraud creates an unacceptable risk profile. The applicant appears to be in severe financial distress and seeking consolidation as a last resort rather than genuine debt management.

\n\n

Interview Question Bank (14 questions)

\n

Verification

  1. \n Can you confirm your current residential address at Pondok Ranggon, RT 5 RW 3, and how long have you lived there?\n
    Why: Address verification and stability assessment\n
  2. \n Your KTP shows gender as 'Laki-Laki' but your name is Fanny. Can you explain this discrepancy?\n
    Why: Identity verification - potential document fraud or data entry error\n
  3. \n Please describe your role as Enterprise Management Dept Head at PT XD Sakti Indonesia and your main responsibilities.\n
    Why: Employment verification and income justification\n
  4. \n How many dependents do you currently support and what are their ages?\n
    Why: Verify declared 2 dependents and assess financial obligations\n

Income

  1. \n Your bank statement shows no salary credits for 3 months despite claiming IDR 21.5M monthly income. How do you receive your salary?\n
    Why: Critical income verification - no salary detected in provided bank account\n
  2. \n Do you have other bank accounts where your salary is credited? If yes, why didn't you provide those statements?\n
    Why: Identify if income flows through different accounts\n
  3. \n Can you provide your employment contract, latest tax return (SPT), or BPJS records to verify your income?\n
    Why: Alternative income verification due to bank statement discrepancy\n

Debt Background

  1. \n You declared IDR 76.6M debt but our bureau check shows IDR 129.7M. Can you explain this IDR 53M difference?\n
    Why: Address massive debt underdeclaration - potential fraud indicator\n
  2. \n You have 9 write-offs from various pinjol providers (Easy Cash, Kredito, Adapundi, etc.). What caused these defaults and how do you plan to avoid similar issues?\n
    Why: Understand default behavior and assess rehabilitation potential\n
  3. \n You currently have 3 delinquent accounts (14-58 days overdue). Why haven't you been making payments on these?\n
    Why: Assess current financial distress and payment capacity\n
  4. \n You have 292 paylater transactions, mostly through Gopay. What drives this frequent borrowing behavior?\n
    Why: Assess credit addiction and spending patterns\n

Expense Validation

  1. \n Your declared monthly expenses are IDR 13M. Please break this down by category (food, utilities, transport, family support, etc.)\n
    Why: Validate expense declaration and identify spending patterns\n

Future Plans

  1. \n If we consolidate your debt, how will you ensure you don't take additional loans and repeat the same debt accumulation pattern?\n
    Why: Assess re-leveraging risk and debt discipline\n
  2. \n Do you have any assets, side income, or expected lump-sum payments (bonus, inheritance, property sale) that could help with debt repayment?\n
    Why: Identify additional repayment capacity or collateral potential\n
\n\n

\n System-generated pre-interview brief. All figures subject to verification.\n Final decision rests with the credit officer.\n Generated: 2026-05-12T05:57:13.937498\n

\n
","excel_template_path":"output/credit_template_fanny_oktoriadi_20260512_0557.xlsx","eligibility_decision":"proceed","eligibility_override_notes":"fger","eligibility_override_rules":[],"reconciliation_decision":"proceed","reconciliation_override_notes":"vefvr","final_decision":"approve","final_decision_notes":"freve","final_approved_amount":0.0,"final_approved_tenor":24,"final_conditions":[],"analyst_id":"ninad@flin.co.id","review_timestamps":{"post_eligibility":"2026-05-12T05:54:56.543164Z","post_bank":"2026-05-12T05:55:27.311045Z","post_reconciliation":"2026-05-12T05:56:32.261084Z","final_decision":"2026-05-12T05:57:13.934006Z"},"errors":[],"completed_agents":["application_parser","eligibility_checker","eligibility_review","awaiting_bank_statements","bank_statement_pipeline","bank_review","awaiting_bureau_report","bureau_aggregator","loan_reconciliation","reconciliation_review","credit_ratio_calculator","profile_check","risk_and_interview","final_decision_review","report_generator","template_generator"],"processing_log":["[2026-05-10T11:41:13.103704] Application normalised","[2026-05-10T11:41:13.104616] Eligibility verdict: PROCEED_WITH_CHECKS","[HITL] Eligibility review: decision=proceed, by=ninad@flin.co.id, overrides=[]","[2026-05-12T05:54:56.545195Z] Bank-statement data present — gate cleared","[2026-05-12T05:55:27.309222] Bank pipeline: 417 txns ({'rule_based': 68, 'llm_based': 1, 'fallback': 348})","[HITL] Bank review auto-passed (no red flags) — 417 txns scanned","[2026-05-12T05:55:39.838394Z] Bureau-report data present — gate cleared","[2026-05-12T05:56:25.625175] Bureau aggregated (XLSX): 1 secured, 8 unsecured, 17 paylater","[2026-05-12T05:56:25.628369] Reconciliation: declared IDR 76,600,000 vs bureau IDR 129,716,431 (gap: IDR 53,116,431)","[HITL] Reconciliation review: decision=proceed, gap=53,116,431 IDR, by=ninad@flin.co.id","[2026-05-12T05:56:32.269210] TOIR: 79.1% | FOIR: 0.0% → PASS","[2026-05-12T05:56:38.794692] Profile check (training_data_only): employer_conf=Unknown, applicant_conf=Low, web_hits=0","[2026-05-12T05:57:03.074602] Risk: Decline","[HITL] Final decision: approve, amount=0 IDR, by=ninad@flin.co.id","[2026-05-12T05:57:13.943161] HTML report → output/credit_report_fanny_oktoriadi_20260512_0557.html","[2026-05-12T05:57:14.012862] Excel → output/credit_template_fanny_oktoriadi_20260512_0557.xlsx"],"application_id":3175101010770009}