Real-World DEM Application

Agentic AI in Corporate Credit Assessment

Type: Real-World DEM Application
Sector: Banking / Corporate Credit
Deployment: DBS Bank
Published: August 2026

The deployment
DBS has rolled out agentic AI to approximately 1,500 relationship managers and credit risk managers. Specialised agents support more than 70 tasks involved in producing corporate credit assessments and create a review-ready first draft of the credit memo.

The DEM question
The AI does not make the final credit decision. But if it increasingly assembles and interprets the information beneath that decision, what must be true for human judgement to remain genuinely usable?

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Corporate Credit Assessment

The AI does not have to make the final credit decision to materially shape it.

If it influences what is gathered, treated as material or interpreted as risk, errors can create rework, missed business and leave the reviewer defending the outcome.

Where Authority Becomes Visible

What happens when experienced human judgement and the AI-supported analysis diverge?

The practical question is whether the reviewer can interrogate, challenge, change or reject the position, and whether that challenge can reach authorised action before delay or accountability falls back on them.

The Productivity Question

Faster analysis does not automatically produce faster decisions. If disagreement introduces unclear escalation, additional approval or repeated hand-offs, some of the efficiency AI creates can disappear when judgement matters most, increasing cost and leaving accountable leaders with decisions they still have to explain.

When Challenge Becomes Costly

At this scale, weak review, challenge or escalation can mean delayed credit decisions, costly rework, lost business and greater scrutiny when something goes wrong. For the people accountable, clearer decision authority means fewer last-minute escalations, faster resolution and greater confidence that they can explain — and defend — how a decision was reached.

Explore the Decision Environment Diagnostic for your own organisation.

The Productivity Question

DBS is accelerating corporate credit assessment with agentic AI. Can decision authority keep pace when the analysis is challenged?

1,500

Relationship and Credit Risk Managers

70+

AI-supported Tasks

30%+

Target Time Saving

What Organisations Must Answer

Human oversight matters most when decisions are contested.

01.
CAN THE REVIEWER INTERROGATE THE EVIDENCE?
Can they identify what produced a material AI-supported conclusion?

02.
CAN DISAGREEMENT CAUSE CHANGE?
Who can materially alter, reject or reconstruct the analysis?

03.
WHO RESOLVES DIVERGENCE?
If professional judgement and the AI-supported position differ, where does that disagreement go?

04.
CAN THE ORGANISATION ACT IN TIME?
Can an authorised change happen before the credit decision window closes?

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See where weaknesses in decision authority could introduce delay, rework, lost business or difficult questions when human judgement and AI-supported analysis diverge. The full DEM application shows what organisations should test before these workflows scale, and what helps leaders resolve challenge and stand behind the decisions they make.

Explore the Decision Environment Diagnostic for your own organisation.