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Operational Efficiency

Metric Before After Improvement
Time to provision AI access 2 weeks 5 minutes 99.7%
Audit preparation time 40 hours 2 hours 95%
Incident investigation 8 hours 15 minutes 97%
Cost allocation accuracy 20% 100% 5x