Wiz × ZS Associates
4x analyst throughput
Alert queue burden to exception-based review
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The case study leads with three concrete, customer-validated metrics and a named director quote, giving the efficiency story real weight. The 'validate first, automate second' framing is distinctive and credible because ZS quantified accuracy over three months before committing, which is a specific mechanism readers can replicate. There is a mild coin-flip between Efficiency and New Capability since the democratization angle describes a genuinely new organizational ability, but the headline metrics all point downward in cost and effort, so Efficiency wins.
The parallel-investigation validation framework: running the AI alongside analysts for three months and tracking accuracy before automating is a concrete, copyable process that builds reader trust in the claimed results.
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