Model Risk | Benchmarking - Risk.net

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URL: https://www.risk.net/benchmarking/model-risk

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Model Risk | Benchmarking
Model risk
Model Risk Benchmarking 2026: explore the data
View interactive charts from Risk.net’s 44-bank study, covering model inventories, resourcing, GenAI governance, validation and regulation
A third of banks do not maintain logs for GenAI models
Risk Benchmarking study finds few banks review prompt logs systematically, with larger firms focusing on higher risk use cases
Few banks formally evaluate GenAI human-in-the-loop controls
Risk Benchmarking: G-Sibs and challengers use tools to test controls efficacy; others rely on judgement
From gatekeeper to coach: model risk bids to reinvent itself
Model Risk Benchmarking data reveals a function in flux, grappling with resource cuts, AI models, regulatory divergence
Explore the data
Scaling model risk
Banks’ model inventories vary hugely. Some functions manage just 25-74 models, including the odd superregional, while one US G-Sib maintains between 2,500-4,999 models.
Check out more findings from Risk.net’s Model Risk Management study here.

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