Evidence-Grounded Document Automation

Smart Credit Memo Studio

Generate an evidence-grounded commercial credit memorandum with source lineage, governed rules, confidence controls, human review, version comparison, and approval gating.

Memo Status

Blocked

Evidence Coverage

66%

Sections Reviewed

0/8

Evidence Blockers

6

Draft Version

v1.1

Controlled portfolio version

Draft Configuration

Case, drafting mode, and governance profile.

Drafting mode

Responsible AI Gate

Required controls for an approvable draft.

TemplateCM-CREDIT-04
Prompt policyPG-2.1
FallbackControlled template

Section Control

Executive Summary

MEMO-01

Borrower and Relationship Profile

MEMO-02

Facility Request

MEMO-03

Financial Analysis

MEMO-04

Key Risks and Mitigants

MEMO-05

Policy Exceptions and Controls

MEMO-06

Conditions and Approval Authority

MEMO-07

Credit Recommendation

MEMO-08

CASE-1007BlockedHigh Risk

Commercial Credit Submission

Credit Memorandum

[BORROWER NAME] / New Overdraft

Version 1.1

Owner: [ANALYST ID]

Authority: Group Credit Committee

Exposure

RM 18,500,000

Collateral

Unsecured

Document readiness

64%

Evidence coverage

66%

MEMO-01

Executive Summary

Low confidenceNeeds Evidence

[BORROWER NAME] requests RM 18,500,000 through a new overdraft application. The case is assessed as high risk with a unsecured collateral position. High-value unsecured credit request is still in Credit Analysis because exception mitigation, EDD evidence, and approval route confirmation are not complete.

Unsupported evidence

Enhanced due diligence completion evidence; Approved critical exception mitigation; Final approval route confirmation

Source lineage

Case 360.customerName / Case 360.exposure / Case 360.riskLevel / Case 360.executiveSummary

Governed rules

BR013 / BR015

MEMO-02

Borrower and Relationship Profile

High confidenceGenerated

[BORROWER NAME] operates in Regional wholesale and commodity trading and has been in business for 11 years. Three-year relationship with elevated utilisation during seasonal trading peaks.

Source lineage

Customer Master.customer_name / KYC.industry / Customer Master.incorporation_date / CRM.relationship_history

Governed rules

BR001 / BR010

MEMO-03

Facility Request

High confidenceGenerated

The proposed overdraft exposure is RM 18,500,000 for 12-month revolving overdraft. The stated purpose is Seasonal working capital support for inventory purchases and receivable timing gaps. The primary repayment source is Operating cash flow from wholesale trading receipts.

Source lineage

Loan Origination.facility_type / Loan Origination.total_exposure_amt / Application.facility_purpose / Credit Analysis.repayment_source

Governed rules

BR003 / BR007 / BR008 / BR009 / BR013

MEMO-04

Financial Analysis

Medium confidenceNeeds Evidence

For FY2025 management accounts, reported annual revenue is RM 72,000,000 and EBITDA is RM 5,100,000, representing an EBITDA margin of 7.1%. Debt service coverage is 1.12x and leverage is 4.80x. The figures remain subject to the evidence status identified below.

Unsupported evidence

Latest customer concentration schedule

Source lineage

Financials.period_end_date / Financials.annual_revenue / Financials.ebitda / Credit Analysis.dscr / Credit Analysis.leverage

Governed rules

BR002 / BR005 / BR007

MEMO-05

Key Risks and Mitigants

Low confidenceNeeds Evidence

Key risks: High single-name exposure with unsecured collateral position. Customer concentration and commodity price volatility may compress working-capital liquidity. Enhanced due diligence and critical exception mitigation remain incomplete. Proposed mitigants: Monthly borrowing-base monitoring and covenant reporting. Group Credit Committee approval with no delegated-authority override. Documented exception expiry and escalation if mitigation evidence is not completed.

Unsupported evidence

Enhanced due diligence completion evidence; Approved critical exception mitigation

Source lineage

Credit Analysis.key_risks / Credit Analysis.mitigants / Case 360.riskLevel / Exception Register.mitigation

Governed rules

BR005 / BR006 / BR007 / BR015

MEMO-06

Policy Exceptions and Controls

Low confidenceNeeds Evidence

The case contains 3 linked policy exceptions. EXC002 (Critical, Pending Approval) requires Additional repayment capacity analysis and monthly conduct monitoring. EXC003 (Major, Draft) requires EDD checklist to be completed before submission to Credit Review. EXC005 (Minor, Expired) requires Product owner to confirm final document mapping before next UAT cycle.

Unsupported evidence

EXC002 Unsecured exposure above standard threshold approval; EXC003 High risk customer EDD pending approval; EXC005 Trade facility product document mapping pending approval

Source lineage

Exception Register.status / Exception Register.severity / Exception Register.mitigation / Exception Register.approval_tier

Governed rules

BR005 / BR006 / BR014 / BR015

MEMO-07

Conditions and Approval Authority

Medium confidenceNeeds Evidence

Recommended approval authority is Group Credit Committee. The route remains indicative and must be confirmed before formal submission. Proposed conditions: Complete enhanced due diligence before first utilisation. Provide the latest customer concentration schedule and aged receivables report. Obtain approval for all critical policy exceptions before facility activation.

Unsupported evidence

Final approval route confirmation

Source lineage

Decision Service.recommended_approval_tier / Case 360.approvalRouteConfirmed / Credit Analysis.conditions

Governed rules

BR013 / BR014

MEMO-08

Credit Recommendation

Low confidenceNeeds Evidence

Do not move this case to approval review until exception mitigation, EDD evidence, and approval route confirmation are evidenced. Treat it as a control-sensitive case for committee visibility.

Unsupported evidence

Enhanced due diligence completion evidence; Latest customer concentration schedule; Approved critical exception mitigation; Final approval route confirmation

Source lineage

Case 360.baRecommendation / Case 360.readinessGates / UAT Evidence.status / Audit Trail.referenceId

Governed rules

BR013 / BR014 / BR015