How to Assess Risks in AI Development Before Committing Budget
Use a structured risk assessment framework aligned with the NIST AI Risk Management Framework when evaluating AI projects requiring more than 6 months delivery or involving regulated data. Reactive assessment works for single use case prototypes under 3 months with internal data only. Structured assessment prevents the majority of AI project failures by identifying data […]
Structured vs Reactive Risk Assessment: Which Approach Prevents AI Project Failure?
Structured risk assessment prevents AI project failure more effectively than reactive risk assessment. MIT’s 2025 research found that 95% of corporate AI projects fail to deliver measurable ROI, with organisations lacking formal risk frameworks failing at twice the rate of those using structured approaches. European SMBs facing EU AI Act compliance have an additional regulatory […]
