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Total bureau outstanding IDR 101.8M significantly exceeds declared IDR 77M, suggesting incomplete disclosure or poor debt awareness."},{"category":"Application","severity":"High","description":"Customer underdeclared total debt by IDR 24.8M (32% gap). Declared IDR 77M vs bureau-confirmed IDR 101.8M raises concerns about transparency and debt awareness."},{"category":"Banking","severity":"Medium","description":"Large Pegadaian transaction (IDR 7.2M) in recent month suggests potential asset liquidation or additional borrowing not captured in bureau data. Low residual income of IDR 1.7M after obligations."},{"category":"Income","severity":"Low","description":"Income appears stable with 4+ years tenure, though bank-detected income (IDR 14.9M) exceeds declared (IDR 12.4M), indicating conservative declaration or irregular bonuses."}],"positive_indicators":["Stable employment with 4+ years tenure at law firm","Home ownership reduces housing cost burden","Income consistency ratio 120.5% shows conservative income declaration","No gambling or crypto trading red flags in banking behavior","TOIR 86.3% and FOIR 46% within acceptable ranges"],"conditions_if_any":["Verify and document all undisclosed facilities totaling IDR 24.8M","Obtain explanation for BRI delinquency and current status","Confirm nature and purpose of IDR 7.2M Pegadaian transaction","Minimum 6-month payment moratorium on new unsecured credit","Monthly income verification for first 6 months post-disbursement"],"executive_summary":"46-year-old admin assistant seeking IDR 77M debt consolidation with stable 4-year employment at law firm. 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What happened with this payment and what's the current status?","why_asking":"Assess recent payment stress and current delinquency management","expected_answer_format":"Free text"},{"section":"Income","question":"Besides your IDR 12.4M base salary, do you receive any bonuses, overtime, or additional income from the law firm?","why_asking":"Explain why bank-detected income (IDR 14.9M) exceeds declared amount","expected_answer_format":"Free text"},{"section":"Income","question":"Do you have any side income, freelance work, or other sources of money beyond your main job?","why_asking":"Identify additional income sources that could support debt service","expected_answer_format":"Free text"},{"section":"Expense Validation","question":"You declared IDR 5M monthly expenses. Can you break this down - how much for food, utilities, transportation, and family needs?","why_asking":"Validate expense declaration and understand spending patterns","expected_answer_format":"Free text"},{"section":"Expense Validation","question":"I see regular IDR 500K 'Arisan' payments in your bank statement. What is this for and is it mandatory?","why_asking":"Understand fixed social/community obligations that impact cash flow","expected_answer_format":"Free text"},{"section":"Future Plans","question":"There's a large IDR 7.2M transaction from Pegadaian in your recent statement. What was this for?","why_asking":"Understand if this represents asset liquidation, additional borrowing, or other financial stress","expected_answer_format":"Free text"},{"section":"Future Plans","question":"After consolidating your debts, how will you ensure you don't accumulate new loans from other lenders?","why_asking":"Assess re-leveraging risk and financial discipline commitment","expected_answer_format":"Free text"},{"section":"Future Plans","question":"Do you have any assets, savings, or emergency funds that could help with loan payments if your income is disrupted?","why_asking":"Evaluate backup payment capacity and financial resilience","expected_answer_format":"Free text"}],"credit_score_internal":650,"summary_report_html":"<!DOCTYPE html>\n<html lang=\"en\"><head><meta charset=\"UTF-8\">\n<title>Credit Summary — Evi Meiwatiningsih</title>\n<style>\n  body { font-family: 'Segoe UI', Arial, sans-serif; font-size: 13px; color: #1e293b;\n          margin: 0; padding: 24px; background: #f8fafc; }\n  .container { max-width: 1000px; margin: auto; background: white; border-radius: 12px;\n                box-shadow: 0 2px 16px #0001; padding: 32px; }\n  h1 { font-size: 22px; border-bottom: 2px solid #4f46e5; padding-bottom: 10px; }\n  h2 { font-size: 15px; color: #4f46e5; margin-top: 28px;\n         border-left: 3px solid #4f46e5; padding-left: 10px; }\n  table { width: 100%; border-collapse: collapse; margin: 8px 0; }\n  th { background: #f1f5f9; padding: 8px 10px; text-align: left;\n         font-size: 11px; color: #64748b; text-transform: uppercase; }\n  td { padding: 8px 10px; border-bottom: 1px solid #f1f5f9; vertical-align: top; }\n  .meta-grid { display: grid; grid-template-columns: repeat(3, 1fr); gap: 12px; margin: 16px 0; }\n  .meta-card { background: #f1f5f9; border-radius: 8px; padding: 12px; }\n  .meta-card .label { font-size: 10px; color: #94a3b8; text-transform: uppercase; }\n  .meta-card .value { font-size: 14px; font-weight: 600; margin-top: 4px; }\n  .recommendation { background: #16a34a18; border-left: 5px solid #16a34a;\n                      padding: 14px 18px; border-radius: 8px; margin: 16px 0; }\n  .recommendation .label { font-size: 11px; color: #16a34a; text-transform: uppercase; letter-spacing: 1px; }\n  .recommendation .value { font-size: 22px; font-weight: 700; color: #16a34a; }\n</style></head><body>\n<div class=\"container\">\n  <h1>📋 Credit Summary — Pre-Interview Brief</h1>\n  <p style=\"color:#64748b;font-size:11px\">\n    Evi Meiwatiningsih · KTP: 32010141XXXXXXXXXX ·\n    Generated: 05 May 2026, 15:55 WIB\n  </p>\n\n  <div class=\"recommendation\">\n    <div class=\"label\">Recommendation</div>\n    <div class=\"value\">Approved</div>\n    <div style=\"font-size:12px;margin-top:6px;color:#16a34a\">\n      Risk: Medium ·\n      Internal Score: 650/100 ·\n      Eligibility: PROCEED_WITH_CHECKS\n    </div>\n    <div style='font-size:12px;margin-top:10px;padding-top:10px;border-top:1px dashed #16a34a55;color:#334155'><b>Analyst Decision:</b> Rp 0 for 24 months · Reviewed by ninad@flin.co.id · Notes: <i>ubj</i></div><ul style='margin:8px 0 0 0;padding-left:22px;font-size:12px;color:#334155'></ul>\n  </div>\n\n  <h2>Applicant Profile</h2>\n  <div class=\"meta-grid\">\n    <div class=\"meta-card\"><div class=\"label\">Full Name</div>\n        <div class=\"value\">Evi Meiwatiningsih</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Age / DOB</div>\n        <div class=\"value\">46 · 5/1/1980</div></div>\n    <div class=\"meta-card\"><div class=\"label\">KTP / Mobile</div>\n        <div class=\"value\" style=\"font-size:11px\">32010141XXXXXXXXXX<br>0819-XXXX-XXXX</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Education</div>\n        <div class=\"value\">D3</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Marital · Dependents</div>\n        <div class=\"value\">Kawin · 1.0</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Job · Employer</div>\n        <div class=\"value\" style=\"font-size:11px\">Admin Assistant<br>HBT Law Firm</div></div>\n  </div>\n\n  <h2>Eligibility Check (10 Hard Rules)</h2>\n  <table>\n    <thead><tr><th>Rule</th><th>Required</th><th>Actual</th><th>Status</th></tr></thead>\n    <tbody>\n        <tr><td>Loan Amount Band</td><td>> IDR 20 million</td>\n        <td>IDR 77,000,000</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Primary Ratio Gate (TOIR/FOIR)</td><td>TOIR ≤ 130% OR FOIR ≤ 60%</td>\n        <td>TOIR=86.3%, FOIR=46.0%</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Residential Geography</td><td>Bandung / Surabaya / Jabodetabek (Bali excluded)</td>\n        <td>KABUPATEN BOGOR, JAWA BARAT</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Minimum Education</td><td>≥ Senior High School (SMA)</td>\n        <td>D3</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Employer Type</td><td>State-Owned / Government / Private</td>\n        <td>SWASTA</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Employment Contract</td><td>Permanent / Karyawan Tetap</td>\n        <td>KARYAWAN TETAP</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Employer in business > 5 years</td><td>> 5 years</td>\n        <td>Manual verification required</td>\n        <td style=\"color:#d97706;font-weight:600\">◎ Manual</td></tr>\n        <tr><td>Tenure in Current Company</td><td>≥ 1 year</td>\n        <td>4 years</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Total Work Experience</td><td>≥ 3 years</td>\n        <td>10 years</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr>\n        <tr><td>Minimum Salary</td><td>> IDR 7,000,000</td>\n        <td>IDR 12,400,000</td>\n        <td style=\"color:#16a34a;font-weight:600\">✓ Pass</td></tr></tbody>\n  </table>\n\n  \n\n  <h2>Income & Loan Request</h2>\n  <div class=\"meta-grid\">\n    <div class=\"meta-card\"><div class=\"label\">Declared Income/mo</div>\n        <div class=\"value\">Rp 12,400,000</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Bank-Detected/mo</div>\n        <div class=\"value\">Rp 14,944,806</div></div>\n    <div class=\"meta-card\"><div class=\"label\">Declared Expenses/mo</div>\n        <div class=\"value\">Rp 5,000,000</div></div>\n  </div>\n\n  <h2>Loan Reconciliation (Customer / Bureau / Bank)</h2>\n  \n    <table>\n      <thead><tr><th>Source</th><th>Outstanding</th><th>Monthly EMI</th></tr></thead>\n      <tbody>\n        <tr><td>Customer Declared</td>\n            <td>Rp 77,000,000</td>\n            <td>Rp 0</td></tr>\n        <tr><td>Bureau (AFPI + SLIK)</td>\n            <td>Rp 101,763,769</td>\n            <td>Rp 0</td></tr>\n        <tr><td>Bank Statement (avg/mo loan payments)</td>\n            <td>—</td>\n            <td>Rp 5,700,000</td></tr>\n      </tbody>\n    </table>\n  \n        <div style=\"background:#fee2e2;border-left:4px solid #dc2626;padding:12px;border-radius:6px;margin:12px 0\">\n          <strong style=\"color:#dc2626\">⚠️ Customer underdeclared debt:</strong>\n          Customer declared Rp 77,000,000 but bureau shows\n          Rp 101,763,769 —\n          gap of <strong>Rp 24,763,769</strong>. Probe in interview.\n        </div>\n\n  <h2>Credit Ratios</h2>\n  <table>\n    <thead><tr><th>Metric</th><th>Value</th><th>Band</th><th>Benchmark</th></tr></thead>\n    <tbody>\n        <tr><td>TOIR (Total Outflows / Income) <span style=\"background:#fef3c7;color:#92400e;padding:2px 6px;border-radius:4px;font-size:9px\">PRIMARY</span></td>\n        <td><strong>86.29%</strong></td>\n        <td style=\"color:#16a34a;font-weight:600\">Green</td>\n        <td style=\"font-size:11px;color:#64748b\">≤ 100% Green | 100-130% Amber | > 130% Red (gate: TOIR ≤ 130% OR FOIR ≤ 60%)</td></tr>\n        <tr><td>FOIR (Fixed Obligations / Income) <span style=\"background:#fef3c7;color:#92400e;padding:2px 6px;border-radius:4px;font-size:9px\">PRIMARY</span></td>\n        <td><strong>45.97%</strong></td>\n        <td style=\"color:#d97706;font-weight:600\">Amber</td>\n        <td style=\"font-size:11px;color:#64748b\">< 40% Green | 40-60% Amber | > 60% Red (gate: TOIR ≤ 130% OR FOIR ≤ 60%)</td></tr>\n        <tr><td>Debt-to-Income (Annual)</td>\n        <td><strong>68.39%</strong></td>\n        <td style=\"color:#16a34a;font-weight:600\">Green</td>\n        <td style=\"font-size:11px;color:#64748b\">< 300% Green | 300-500% Amber | > 500% Red</td></tr>\n        <tr><td>Total Debt / Annual Income</td>\n        <td><strong>0.68x</strong></td>\n        <td style=\"color:#16a34a;font-weight:600\">Green</td>\n        <td style=\"font-size:11px;color:#64748b\">< 3x Green | 3-5x Amber | > 5x Red</td></tr>\n        <tr><td>Residual Monthly Income (post all outflows)</td>\n        <td><strong>1700000.0IDR</strong></td>\n        <td style=\"color:#dc2626;font-weight:600\">Red</td>\n        <td style=\"font-size:11px;color:#64748b\">> IDR 5M Green | 2-5M Amber | < 2M Red</td></tr>\n        <tr><td>Bank-detected vs Declared Income</td>\n        <td><strong>120.5%</strong></td>\n        <td style=\"color:#16a34a;font-weight:600\">Green</td>\n        <td style=\"font-size:11px;color:#64748b\">≥ 90% Green | 75-90% Amber | < 75% Red</td></tr></tbody>\n  </table>\n\n  <h2>Bank Statement Category Pivot (Top 12 by Volume)</h2>\n  <table>\n    <thead><tr><th>Category</th><th>Month 1</th><th>Month 2</th><th>Month 3</th><th>Avg/Mo</th></tr></thead>\n    <tbody>\n        <tr><td>Salary</td>\n        <td>Rp 15,631,924</td>\n        <td>Rp 16,001,777</td>\n        <td>Rp 13,200,716</td>\n        <td><strong>Rp 14,944,806</strong></td></tr>\n        <tr><td>Loan Payment</td>\n        <td>Rp -5,700,000</td>\n        <td>Rp -5,700,000</td>\n        <td>Rp -5,700,000</td>\n        <td><strong>Rp -5,700,000</strong></td></tr>\n        <tr><td>Z Pegadaian</td>\n        <td>Rp 0</td>\n        <td>Rp 0</td>\n        <td>Rp 7,195,605</td>\n        <td><strong>Rp 2,398,535</strong></td></tr>\n        <tr><td>Miscellaneous - Arisan</td>\n        <td>Rp -500,000</td>\n        <td>Rp -500,000</td>\n        <td>Rp -500,000</td>\n        <td><strong>Rp -500,000</strong></td></tr>\n        <tr><td>Groceries</td>\n        <td>Rp 0</td>\n        <td>Rp -38,000</td>\n        <td>Rp -175,000</td>\n        <td><strong>Rp -71,000</strong></td></tr>\n        <tr><td>Bank Charges</td>\n        <td>Rp -17,000</td>\n        <td>Rp -17,000</td>\n        <td>Rp -17,000</td>\n        <td><strong>Rp -17,000</strong></td></tr></tbody>\n  </table>\n\n  <h2>Risk Factors</h2>\n  <table>\n    <thead><tr><th>Category</th><th>Severity</th><th>Description</th></tr></thead>\n    <tbody><tr><td>Bureau</td>\n        <td style=\"color:#d97706;font-weight:600\">Medium</td>\n        <td>Current delinquency on BRI facility (4 DPD) indicates recent payment stress. Total bureau outstanding IDR 101.8M significantly exceeds declared IDR 77M, suggesting incomplete disclosure or poor debt awareness.</td></tr><tr><td>Application</td>\n        <td style=\"color:#dc2626;font-weight:600\">High</td>\n        <td>Customer underdeclared total debt by IDR 24.8M (32% gap). Declared IDR 77M vs bureau-confirmed IDR 101.8M raises concerns about transparency and debt awareness.</td></tr><tr><td>Banking</td>\n        <td style=\"color:#d97706;font-weight:600\">Medium</td>\n        <td>Large Pegadaian transaction (IDR 7.2M) in recent month suggests potential asset liquidation or additional borrowing not captured in bureau data. Low residual income of IDR 1.7M after obligations.</td></tr><tr><td>Income</td>\n        <td style=\"color:#16a34a;font-weight:600\">Low</td>\n        <td>Income appears stable with 4+ years tenure, though bank-detected income (IDR 14.9M) exceeds declared (IDR 12.4M), indicating conservative declaration or irregular bonuses.</td></tr></tbody>\n  </table>\n\n  <h2>Executive Summary</h2>\n  <p style=\"line-height:1.7;color:#334155\">46-year-old admin assistant seeking IDR 77M debt consolidation with stable 4-year employment at law firm. Key concerns include 32% debt underdeclaration (actual IDR 101.8M vs declared IDR 77M), current 4-day delinquency on BRI facility, and recent large Pegadaian transaction suggesting financial stress. However, stable income, home ownership, and conservative ratios support conditional approval with enhanced monitoring and verification requirements.</p>\n\n  <h2>Interview Question Bank (14 questions)</h2>\n  <h3 style='font-size:13px;color:#475569;margin-top:16px'>Verification</h3><ol><li style=\"margin-bottom:8px\">\n            <strong>Can you confirm your current residential address at Harapan Jaya, Cibinong, and how long have you lived there?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Verify address stability and confirm KTP details match current residence</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>You mentioned having 1 dependent - can you tell me about your family situation and who depends on your income?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Verify dependent count and understand family financial obligations</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>How long have you been working as Admin Assistant at HBT Law Firm, and what are your main responsibilities?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Confirm employment tenure and job stability at the law firm</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>Is your salary paid consistently on the same date each month, and have there been any delays recently?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Assess income reliability and explain any payment irregularities in bank statements</span>\n            </li></ol><h3 style='font-size:13px;color:#475569;margin-top:16px'>Debt Background</h3><ol><li style=\"margin-bottom:8px\">\n            <strong>You declared IDR 77M in debt, but our bureau check shows IDR 101.8M total outstanding. Can you explain this difference?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Address the significant 32% underdeclaration gap and assess transparency</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>What led you to accumulate loans from 13 different lenders including banks, fintech, and paylater services?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Understand debt accumulation pattern and financial management behavior</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>Your BRI facility shows 4 days past due. What happened with this payment and what's the current status?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Assess recent payment stress and current delinquency management</span>\n            </li></ol><h3 style='font-size:13px;color:#475569;margin-top:16px'>Income</h3><ol><li style=\"margin-bottom:8px\">\n            <strong>Besides your IDR 12.4M base salary, do you receive any bonuses, overtime, or additional income from the law firm?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Explain why bank-detected income (IDR 14.9M) exceeds declared amount</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>Do you have any side income, freelance work, or other sources of money beyond your main job?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Identify additional income sources that could support debt service</span>\n            </li></ol><h3 style='font-size:13px;color:#475569;margin-top:16px'>Expense Validation</h3><ol><li style=\"margin-bottom:8px\">\n            <strong>You declared IDR 5M monthly expenses. Can you break this down - how much for food, utilities, transportation, and family needs?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Validate expense declaration and understand spending patterns</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>I see regular IDR 500K 'Arisan' payments in your bank statement. What is this for and is it mandatory?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Understand fixed social/community obligations that impact cash flow</span>\n            </li></ol><h3 style='font-size:13px;color:#475569;margin-top:16px'>Future Plans</h3><ol><li style=\"margin-bottom:8px\">\n            <strong>There's a large IDR 7.2M transaction from Pegadaian in your recent statement. What was this for?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Understand if this represents asset liquidation, additional borrowing, or other financial stress</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>After consolidating your debts, how will you ensure you don't accumulate new loans from other lenders?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Assess re-leveraging risk and financial discipline commitment</span>\n            </li><li style=\"margin-bottom:8px\">\n            <strong>Do you have any assets, savings, or emergency funds that could help with loan payments if your income is disrupted?</strong>\n            <br><span style=\"font-size:11px;color:#64748b\">Why: Evaluate backup payment capacity and financial resilience</span>\n            </li></ol>\n\n  <p style=\"margin-top:32px;font-size:10px;color:#94a3b8;border-top:1px solid #f1f5f9;padding-top:12px\">\n    System-generated pre-interview brief. All figures subject to verification.\n    Final decision rests with the credit officer.\n    Generated: 2026-05-05T15:55:46.194505\n  </p>\n</div></body></html>","excel_template_path":"output/credit_template_evi_meiwatiningsih_20260505_1555.xlsx","eligibility_decision":"proceed","eligibility_override_notes":"gvrfv","eligibility_override_rules":[],"reconciliation_decision":"proceed","reconciliation_override_notes":"vdf","final_decision":"approve","final_decision_notes":"ubj","final_approved_amount":0.0,"final_approved_tenor":24,"final_conditions":[],"analyst_id":"ninad@flin.co.id","review_timestamps":{"post_eligibility":"2026-05-05T15:53:35.188703Z","post_reconciliation":"2026-05-05T15:54:37.590996Z","final_decision":"2026-05-05T15:55:46.184221Z"},"errors":[],"completed_agents":["application_parser","eligibility_checker","eligibility_review","bureau_aggregator","bank_statement_pipeline","loan_reconciliation","reconciliation_review","credit_ratio_calculator","risk_and_interview","final_decision_review","report_generator","template_generator"],"processing_log":["[2026-05-05T15:53:18.022625] Application normalised","[2026-05-05T15:53:18.038121] Eligibility verdict: PROCEED_WITH_CHECKS","[HITL] Eligibility review: decision=proceed, by=ninad@flin.co.id, overrides=[]","[2026-05-05T15:53:51.790135] Bureau aggregated: 0 secured, 9 unsecured, 4 paylater","[2026-05-05T15:53:35.321881] Bank pipeline: 18 txns ({'rule_based': 18, 'llm_based': 0, 'fallback': 0})","[2026-05-05T15:53:51.795193] Reconciliation: declared IDR 77,000,000 vs bureau IDR 101,763,769 (gap: IDR 24,763,769)","[HITL] Reconciliation review: decision=proceed, gap=24,763,769 IDR, by=ninad@flin.co.id","[2026-05-05T15:54:37.600004] TOIR: 86.3% | FOIR: 46.0% → PASS","[2026-05-05T15:55:11.176939] Risk: Approve with Conditions","[HITL] Final decision: approve, amount=0 IDR, by=ninad@flin.co.id","[2026-05-05T15:55:46.209537] HTML report → output/credit_report_evi_meiwatiningsih_20260505_1555.html","[2026-05-05T15:55:46.411155] Excel → output/credit_template_evi_meiwatiningsih_20260505_1555.xlsx"],"application_id":"32010141XXXXXXXXXX"}