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Case Study Financial Services

AI-Powered Credit Risk Assessment

A leading UK lender struggled with slow, manual credit review processes that created bottlenecks and inconsistent risk evaluations across their portfolio.

Headline outcome

65% Faster credit decisions
40% Reduction in manual review
22% Improved risk accuracy
AI-Powered Credit Risk Assessment
01

The challenge

Credit analysts were spending the majority of each deal cycle re-keying numbers from PDF accounts, hand-computing covenants and writing memos. Throughput was capped, decisions varied between analysts, and the credit committee lacked a real-time view of portfolio risk.

“Deployed aivionScore — an automated credit analysis platform using ML-driven risk scoring, document extraction, and real-time portfolio dashboards.”
AIVION — Engagement summary
02

Our approach

  • 01

    Deployed aivionScore, calibrated to the lender's historical portfolio and risk appetite.

  • 02

    Automated extraction of statutory and management accounts with explainable scoring.

  • 03

    Integrated into origination workflows with role-based dashboards for analysts and committee.

  • 04

    Independent model validation and ongoing monitoring framework aligned to MRM standards.

03

The result

Within six months, average time-to-decision dropped by two thirds, manual review effort fell sharply, and the credit committee gained a live portfolio view that surfaced concentration and emerging risks long before they became losses.

65%

Faster credit decisions

40%

Reduction in manual review

22%

Improved risk accuracy

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