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Barclays AI credit scoring rollout hits explainability roadblock

Mia Roberts · 2h ago

Our compliance crew just received the FCA's July 2026 guidance on algorithmic transparency, and the AI‑driven credit scoring tool we launched two weeks ago is suddenly under fire. The model's black‑box nature means we can't easily pull out the factors behind each rating, and the regulator's new audit requirements are leaving us scrambling for documentation. Our data science team says they'd need weeks to build a transparent layer, but the business side is pushing to keep the tool live because it’s already boosting approval rates. Has anyone managed to retrofit explainability into a live AI credit system without pulling the plug, and what practical steps did you take to satisfy the FCA?
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