SAMPLE REPORT — illustrative output for evaluation purposes. Applicant identity, contact details, address, ID numbers and photos have been fictionalized/replaced; underlying analysis structure and figures are representative of real AI Agent output.
AI AGENT · SAMPLE CREDIT EVALUATION REPORT

Ramesh Kumar Sah

Shree Ganesh Garments  ·  Sample Town, Bihar
Report generated: 02-Jul-2026
Applicant ID: c95b060f  ·  v5
Prepared by: Underwriting Agent
Applicant
Ramesh Kumar Sah
Business
Shree Ganesh Garments
Bureau Score
741 Caution
Total Outstanding Debt
₹332,584
Location
Sample Town, Bihar
Decision
DECLINE
Underwriting Decision
DECLINE — Requested ₹20,000
Account ownership verification (new check) found that 4 of the applicant's 5 linked bank accounts belong to other people — a mother, a family member, and a JLG group — not the applicant. Re-run using only the applicant's own verified account (Punjab National Bank) shows a severe Rule 1 balance breach (74.7% of days < ₹500) and true FOIR ~114%, reversing the prior Approve. See §7.

1Applicant & Business Photos

Shop FrontReadymade clothing store frontage, signage consistent with declared business name.
Inside ShopGarments displayed and stocked — active retail clothing operation.
Selfie with ShopApplicant photographed at storefront — identity + location combined evidence.
Photo TypeCapturedGeo-tagNotes
Selfie of applicant (with shop)Yes25.0000, 85.5000Face visible, consistent with shop interior image
Shop exterior / frontYes25.0000, 85.5000Clothing signage visible
Shop interiorYes25.0000, 85.5000Garment stock visible on racks/shelves
Business proof documentYesMSME / Udyam certificate screenshot on file

2Applicant & Business Profile

Applicant Identity

Full NameRamesh Kumar Sah
Date of Birth02-Jul-1987 (Age 39 — turns 39 today)
GenderMale
PANXXXX****9A
Aadhaarxxxxxxxx0000 (masked)
AddressWard No. 7, near Durga Mandir, Sample Basti, Sample Nagar, Sample District, Bihar 800001
Residence OwnershipNot captured
KYC VerificationVerified via DigiLocker, face match 98%

Contactability

Primary Mobile9876500001
EmailNot provided in KYC — see bureau-sourced emails below
Alternate Mobile (Bureau records)9876500002 — source: bureau, 1 of 77 tradeline phone records (low confidence — single occurrence)
Alternate Email (Bureau records)sample.applicant@example.com — source: bureau, dominant across 59 of 66 tradeline email records; likely the applicant's real personal email
Other Emails in Bureau Recordssample.business@example.com (7 records — matches Kavita Devi's discarded account exactly, reinforcing §2); 6 other one-off variants not treated as reliable
Phone VerifiedNot marked verified in KYC extract
Field Agent VisitNot on file

Business Profile

Business NameShree Ganesh Garments
TypeSole Proprietor — Clothing / Textiles (self-declared)
Years in Operation5+ years (self-declared)
Self-Declared Annual Turnover₹25L – ₹50L
GST RegistrationNot provided
UDYAM / MSME RegistrationProvided
Business Proof on FileMSME / Udyam certificate (screenshot)
Business consistency check — cannot be corroborated on the applicant's own account. The recurring supplier payments to "Shiv Shakti Textiles" (₹51,050 across 5 UPI-P2M debits) referenced in earlier drafts of this report were traced to the Axis Bank account registered to "Kavita Devi" — one of the 4 accounts excluded by the ownership check in §3, not the applicant's own PNB account. On the verified account, credits are 85 individually named senders with a median transaction of just ₹501 — plausible small-ticket retail activity, but with no direct supplier-side evidence to confirm the clothing business specifically.

Location & Geo-Verification

City / State / PINSample Town, Bihar 800001
LandmarkSample Chowk
Geo-tag (business photo)25.0000, 85.5000
Google API Address Match25.0230, 85.5410 — "Pokhar Basti (locality), Sample Town, Bihar 800001"
Offset (photo vs Google API)~8.2 km — Mismatch — review
Area TypeSemi-urban / mixed commercial
Web / Listing SearchNot performed in this pass

Family & Related Business

RelationNameSource / Confidence
FatherRamprasad SahKYC (S/O) confirmed
Mother (plausible, by DOB/address)Sushila Devi (b. 1963)Confirmed separate account holder owns the UCO Bank account (0366) — own PAN, excluded from evaluation
Wife / close family (plausible)Kavita Devi (b. 1991)Confirmed separate account holder owns the Axis Bank account (2034) — own PAN, email registered as "sample.business@example.com"; excluded from evaluation despite the business-name link
Family (recurring banking pattern, own account)Rohit (Kumar Sah)Named counterparty appears as sender/payee on the applicant's own PNB account — excluded from income as family transfer
Group affiliation, not an individual"Sunrise JLG Group"JLG group account owns 2 of the HDFC accounts, no PAN — excluded from evaluation
Related Business / CounterpartyRoleEvidence
Shiv Shakti TextilesSupplier — wholesale cloth vendor5 UPI-P2M debits, ₹51,050 — found on Kavita Devi's (discarded) account only, not the applicant's own account
Annapurna Finance (MFI)Existing microfinance lender75 narration hits totalling ₹1,92,457, on the applicant's own PNB account — confirmed active lender relationship
UPMOVEPossible gig/employer-style credit sourceSeen only on discarded accounts in the original 5-account pull — not present on the applicant's own verified account

3Banking Profile & Cash Flow

Account Ownership Verification

BankAccount No.Holder Name on AccountHolder PANMatch?Used in Evaluation?
Punjab National BankXXXXXXXXXXXX1234RAMESH KUMAR SAHXXXX****9AFull PAN matchYes
UCO BankXXXXXXXXXX5678SUSHILA DEVIXXXX****4CNo match — different personNo — discarded
Axis BankXXXXXXXXXXX9012KAVITA DEVIXXXX****2BNo match — different personNo — discarded
HDFC BankXXXXXXXXXX3456SUNRISE JLG GROUPNone on fileNo match — JLG group, not applicantNo — discarded
HDFC BankXXXXXXXXXX7890SUNRISE JLG GROUPNone on fileNo match — JLG group, not applicantNo — discarded
Only 1 of 5 linked accounts (Punjab National Bank, ...0069) matches the applicant by PAN and name. The other 4 belong to a different named individual with their own PAN each (Sushila Devi, plausibly the applicant's mother by DOB; Kavita Devi, plausibly a close family member — her account's registered email matches the business name exactly, but the account itself is not in the applicant's name or PAN), plus a JLG (Joint Liability Group) account duplicated across two HDFC entries with no PAN and a group label instead of a person's name. All 4 are discarded per the account-ownership rule — this materially changes every banking metric below versus treating all 5 as the applicant's own.

Account Overview (verified accounts only)

BankAccount No.TypeOpenedStatusAA Data WindowLatest Balance
Punjab National BankXXXXXXXXXXXX1234Savings28-Feb-2023 Active14-May-2025 → 09-Jun-2026 (13 months) ₹130
Only the verified PNB account is used below. 884 transactions over the AA window, versus 2,353 across all 5 accounts in the original (unverified) pull.

Credit Transaction Cleaning

CategoryAmount (₹)Txns% of CreditsTreatment
Business / Customer payment5,45,08914444.3%Kept
Self-transfer (own account)2,59,2503621.1%Excluded
BC / Money-transfer pass-through1,33,0601910.8%Excluded
Loan disbursement1,32,5591210.8%Excluded
Other / Unclassified64,866185.3%Excluded
Family transfer (named)45,761213.7%Excluded
Salary / Employer-style credit ("UPMOVE")39,52423.2%Excluded (review)
Reversal / Refund10,757110.9%Excluded
Total Raw Credits12,30,865263100%
Adjusted business income = ₹5,45,089 over 14 months ≈ ₹38,935 / month — down from the ₹1,50,823/month figure in the prior draft. That earlier number blended in credits from 4 accounts that don't belong to the applicant, including the Axis Bank account that carried the " "single largest transaction volume of the original 5-account pull. On the verified account alone, income is " "modest and, as noted in §2, cannot be directly corroborated against the declared clothing-supplier " "relationship.

Debit Breakdown

CategoryAmount (₹)Txns% of Debits
Peer / Friends transfer (individual payees)6,28,57338950.8%
Loan repayment / EMI (visible)2,78,42011722.5%
Cash withdrawal1,43,5202311.6%
Family transfer (named)74,545166.0%
Other / Unclassified69,285655.6%
Self-transfer (own account)42,552113.4%
Total Raw Debits12,36,895621100%
Loan repayment / EMI jumps to 22.5% of debits (from 8.5% in the prior blended draft) — the applicant's own account carries a much heavier visible debt-service load than the 5-account blend suggested. Annapurna Finance MFI alone accounts for ₹1,92,457 of this (75 transactions).

Monthly Cash Flow (14 months)

MonthRaw CreditRaw DebitAdjusted Biz IncomeVisible EMI Debit
May 202587,49593,47530,06456,950
Jun 2025345,980344,110179,919102,905
Jul 2025164,177166,06154,98979,158
Aug 20257,7757,811750
Sep 202519,5658,3561,5101
Oct 202557,44268,6037,8720
Nov 202546,83646,79511,9520
Dec 202553,48853,57224,28116,725
Jan 202636,13536,1337,74510
Feb 2026154,790154,74976,8674,048
Mar 202642,12142,1625,7255,110
Apr 202645,86245,84101,750
May 202688,80085,63573,6906,521
Jun 2026 (partial, 9 days)80,40083,59370,4005,242
Business income on the verified account is thin and erratic — several months (Aug 2025 ₹75, Sep 2025 ₹1,510, Apr 2026 ₹0) show near-zero retail activity, a materially different picture than the smoother ₹1.5–3.4L/month pattern seen when other people's accounts were blended in.

Account Stability

Avg End-of-Day Balance
₹2,169
Min Balance (any day)
₹0
Days EOD < ₹500
74.7%
Rule 1 — Hard Decline trigger, severely breached. On the applicant's own verified account, EOD balance is < ₹500 on 74.7% of all days — nearly 4x the ≥20%-overall hard-decline threshold. Every single month from May-2025 onward except one exceeds the ≥30%-in-a-month threshold, several by a wide margin (Aug-2025 100%, Jan-2026 93.5%, Dec-2025 83.9%, Mar-2026 83.9%). This is a complete reversal of the "passes cleanly" reading in the prior draft, which was based on combined balances across 5 accounts — 4 of which do not belong to the applicant. Balance-to-" "income ratio (2,169 ÷ 38,935 ≈ 5.6%) still looks acceptable in isolation, underlining why the day-level " "distribution check — not the monthly average — is the metric to trust here.

Fraud Indicators

CheckResultNotes
Round-trip credit→debit (same party, <48h)Not run this passNeeds a dedicated same-day/48h reconciliation pass across the 884-row verified ledger
Sudden large credit inconsistent with profileNoNo single-day batch exceeds ~₹60K on the verified account
Multiple accounts / split depositsYes — resolved by ownership check4 of 5 originally linked accounts belong to other people; the ownership check in §3 exists precisely to catch this pattern
Income source not disclosed in applicationCannot confirmSupplier evidence for the declared clothing business sits only on a discarded family account, not the applicant's own

4Bureau Profile Analysis

Bureau Score
741 Caution
Total Accounts
114 (16 active / 98 closed)
Outstanding Balance
₹332,584
Write-offs / Settled
0 / 0
Inquiries (12m / 6m)
5 / 4
Credit Vintage
Since Dec-2018 (~7.5 yrs)
Unsecured exposure is 63% of outstanding balance (₹2,10,670 of ₹3,32,584); secured 37% (₹1,21,914 — likely the two-wheeler loan). 14 total inquiries lifetime, with an elevated recent pace: 5 in the last 12 months / 4 in the last 6 months (incl. Aspire's own 24-Jun-2025 pull for the applicant's prior loan) — worth a closer look, though not a hard-decline signal on its own. Bureau data is unaffected by the account-ownership finding in §3.

DPD History — Lifetime (all tradelines, active + closed)

DPD > 0 instances (lifetime)
3
30+ DPD instances
0
90+ DPD instances
0
Only 3 DPD>0 instances across the applicant's entire 114-account lifetime history, none reaching the 30+ band. All 16 currently active accounts show 0 DPD history — a clean repayment record across a very large tradeline count.

Active Tradelines (16 accounts, current balance ≥ 0)

Account TypeOpenedCurrent BalanceSanctionedEst. Tenure (mo)Est. Monthly EMIDPD Instances30+ DPD
Short Term Personal Loan [Unsecured]14-May-2026₹2,000₹2,0002₹1,00000
Loan, Consumer14-May-2026₹0₹1,1201₹000
Loan, Consumer03-May-2026₹18,020₹18,02011₹1,63800
Loan, Personal Cash12-Apr-2026₹22,725₹28,0004₹5,68100
Loan, Personal Cash23-Mar-2026₹12,491₹14,0004₹3,12300
P2P Personal Loan19-Mar-2026₹12,667₹19,0004₹3,16700
Loan, Personal Cash05-Mar-2026₹28,006₹35,00011₹2,54600
Loan, Consumer14-Feb-2026₹8,750₹14,0009₹97200
Loan, Personal Cash12-Feb-2026₹6,434₹10,0003₹2,14500
Loan, Personal Cash24-Dec-2025₹7,000₹7,0003₹2,33300
Loan, Personal Cash11-Nov-2025₹6,147₹6,1473₹2,04900
Loan, Personal Cash03-Oct-2025₹5,184₹55,0003₹1,72800
Loan, Personal Cash13-Jun-2025₹44,424₹150,00011₹4,03900
Business Loan - Secured22-Apr-2025₹78,708₹115,00016₹4,91900
Business Loan - Unsecured19-Mar-2025₹36,822₹150,00013₹2,83200
Instalment Loan, Two-Wheeler21-Nov-2024₹43,206₹95,00022₹1,96400
Total Estimated Monthly EMI Obligation (bureau, active accounts)₹40,136
High historical account velocity, but clean conduct. 114 lifetime tradelines (16 active) is a very high count, and several small unsecured loans were opened in quick succession Feb–May 2026 — similar surface pattern to loan-stacking. Every one of these active accounts shows 0 DPD, and the secured two-wheeler loan (2024) plus two business loans (2025) suggest a mix of planned and small-ticket borrowing. This bureau read alone still looks manageable — it's the banking picture in §3 that changed materially after the ownership check.

5Cross-Verification — Bureau vs Banking

SignalBureauBanking (observed)Match?
Estimated monthly EMI obligation₹40,136 (16 active accounts, tenure-modelled)₹19,887 (avg visible EMI debit/month, verified account only)Partial — 50% visible
Active loan count16 accounts117 EMI-flagged debit txns on the verified account, incl. 75 hits to "Annapurna Finance" MFI (₹1,92,457)Consistent — Annapurna is a confirmed active lender relationship, visible on the applicant's own account
Existing Aspire relationshipPrior loan ₹65,0001 narration hit (₹2,887) to "ASPIRE" on the verified accountWeak visibility, not contradicted
Total outstanding debt₹3,32,584n/a (not directly observable from bank ledger)
EMI visibility held up better than income did. Even after restricting to the verified account, half of the bureau-modelled EMI is directly visible in banking — a reasonable match. The real damage from the ownership correction is on the income side (§3): the business income figure fell 74% once other people's accounts were removed, which is what drives the FOIR result in §7.

6Income Triangulation

SourceMonthly Income EstimateConfidence
Stated by applicant (bKYC self-declared band)₹2,08,333 – ₹4,16,667 (implied by ₹25L–50L/yr)
Banking cash flow (adjusted business credits, verified account only)₹38,935Low
Bureau EMI-reverse-engineered (EMI ÷ typical FOIR of 40%)₹1,00,340Medium
GST turnover-based estimateNot available — no GST registration
Field agent visual estimateNot captured
Triangulated Income (used for underwriting)₹38,935Banking-based, adjusted, verified account only
Every other income estimate — self-declared (₹2.08–4.17L), bureau-implied (₹1.00L) — now sits far above the verified banking figure (₹38,935), a variance well over 100%. This is the single biggest change from the account-ownership correction: the picture went from "banking roughly supports the self-declared range" to "banking contradicts it sharply." Use the lowest, most-verified figure for underwriting.

7Decision Summary

Loan amount requested₹20,000 (weekly term product, offer range ₹11,000–₹20,000)
Recommended loan amount₹0 — decline this cycle
True FOIR at requested amount≈ 114% (₹40,136 existing + ≈₹4,192 proposed ÷ ₹38,935 income)
True FOIR at minimum offer (₹11,000)≈ 111% — still far over the 65% hard-decline line
Risk CategoryHigh
DecisionDECLINE
Why this flipped from Approve to Decline: The prior draft blended 5 linked bank accounts into one cash-flow picture. The new account-ownership check (§3) found that only 1 of those 5 — a Punjab National Bank account — actually belongs to the applicant; the other 4 (including the single highest-volume account) belong to a mother, a family member, and a JLG group. Recomputing on the applicant's own account only: adjusted business income falls from ₹1,50,823/month to ₹38,935/month, EOD balance below ₹500 jumps from 0% of days to 74.7% of days, and true FOIR jumps from ~29% to ~114% — both independently past the Rule 1 and Rule 4 hard-decline thresholds. The bureau profile itself (741 score, 0 active DPD) is unchanged and still reasonable, but it cannot offset a verified cash-flow picture this weak.
Conditions for reconsideration: (1) obtain and verify banking data for the applicant's own account(s) only — do not re-include the discarded accounts even if consent is " "available for them; (2) if the applicant genuinely co-manages the business with Kavita Devi (whose account " "carries the business-linked email), consider a joint or co-borrower application structured explicitly " "around that relationship rather than treating her account as the applicant's own; (3) resolve the ~8.2km " "geo-tag offset; (4) re-run FOIR only after a verified, own-account income figure improves.
APPENDIX — additional sections, not part of the frozen 1–7 core

AFlags & Alerts

FlagTriggeredNotes
Identity mismatchNoDigiLocker KYC verified, face match 98%
Address not traceableReview~8.2km offset between business-photo geo-tag and Google API address match
Bureau score < thresholdCaution band741 — in the 700–749 extra-scrutiny band, not a decline trigger on its own
High DPD historyNo3 lifetime instances across 114 accounts, none 30+; 0 on all 16 active accounts
Bank account < 6 months oldNoVerified PNB account since Feb-2023
Geo-tag mismatch with stated addressYes~8.2 km — review before disbursal
Web search — business not foundNot checkedNot performed this pass
Income triangulation variance > 40%YesSelf-declared and bureau-implied estimates both exceed verified banking income by 100%+
Chronic near-zero balance (Rule 1)YES — hard decline74.7% of days EOD < ₹500 on verified account; nearly every month > 30%
True FOIR > 65% (Rule 4)YES — hard decline~111–114% at requested amount
Linked accounts belong to other peopleYES4 of 5 originally linked accounts discarded per account-ownership check — see §3
Elevated inquiry velocityReview4 inquiries in last 6 months, 5 in last 12 months

BTable 1 — Top Creditors (highest to lowest)

Every named counterparty who sent money in, across all categories, ranked by amount. Capped at 20 rows or 80% of cumulative credit value, whichever is reached first.
#NameCategoryAmount (₹)Txns% of CreditsCumulative %
1RAMESH KSelf-transfer (own account)₹259,2503621.1%21.1%
2ASPIRE FLoan disbursement₹63,42515.2%26.3%
3SURESH KBusiness / Customer payment₹61,50025.0%31.3%
4RAPIPAYBC / Money-transfer pass-through₹60,06084.9%36.2%
5KAJAL RNBusiness / Customer payment₹60,00024.9%41.1%
6P2VBusiness / Customer payment₹58,267104.7%45.8%
7NORTHERN ARC CAPTIAL LLoan disbursement₹50,13214.1%49.9%
8AEPSCDREGISTERARARIATRTRIBC / Money-transfer pass-through₹49,50054.0%53.9%
9UPMOVE CBusiness / Customer payment₹39,52423.2%57.1%
10VIKRAM PBusiness / Customer payment₹30,50132.5%59.6%
11MAHESH TBusiness / Customer payment₹30,00012.4%62.0%
12EKOINDIABusiness / Customer payment₹27,51652.2%64.2%
13PAYBINGOBC / Money-transfer pass-through₹23,50061.9%66.1%
14KAVITA DBusiness / Customer payment₹22,971101.9%68.0%
15KAVITA DEBusiness / Customer payment₹21,29091.7%69.7%
16SANJAY KBusiness / Customer payment₹21,19251.7%71.4%
17MURARI SBusiness / Customer payment₹20,50021.7%73.1%
18MS PATELBusiness / Customer payment₹20,00011.6%74.7%
19UMESH KUBusiness / Customer payment₹20,00041.6%76.3%
20GOPAL KUBusiness / Customer payment₹19,98131.6%77.9%

CTable 2 — Top Debtors (highest to lowest)

Every named counterparty who was paid, across all categories, ranked by amount. Capped at 20 rows or 80% of cumulative debit value, whichever is reached first.
#NameCategoryAmount (₹)Txns% of DebitsCumulative %
1ANNAPURNLoan repayment / EMI₹135,7575211.0%11.0%
2AEPSCWREGISTERARARIATRTRICash withdrawal₹133,5002110.8%21.8%
3BANK ACCPeer / Friends transfer₹106,087298.6%30.4%
4UPIPMAFLOANMFI@YESPAYANNAPURNAFILoan repayment / EMI₹56,700234.6%35.0%
5MBK EMILoan repayment / EMI₹56,578224.6%39.6%
6RAMESH KSelf-transfer (own account)₹42,552113.4%43.0%
7SURESH KPeer / Friends transfer₹42,073113.4%46.4%
8ASHFAQUEPeer / Friends transfer₹41,00013.3%49.7%
9ROHAN KUPeer / Friends transfer₹39,43053.2%52.9%
10CTRAZORPAYPeer / Friends transfer₹38,09053.1%56.0%
11KAVITA DEPeer / Friends transfer₹36,99073.0%59.0%
12ROHIT KUPeer / Friends transfer₹35,29062.9%61.9%
13R P SAHUPeer / Friends transfer₹31,60012.6%64.5%
14PAWAN KUPeer / Friends transfer₹30,02522.4%66.9%
15ONE MOBIPeer / Friends transfer₹20,03511.6%68.5%
16GEETA KRPeer / Friends transfer₹20,00011.6%70.1%
17RITA DEVIPeer / Friends transfer₹20,00011.6%71.7%
18UPIPA@FINOIFSCPeer / Friends transfer₹19,90011.6%73.3%
19IRFAN ALPeer / Friends transfer₹17,00011.4%74.7%
20SANJAY KPeer / Friends transfer₹14,95031.2%75.9%