另一个被反复忽视的约束，来自抽佣本身的结构变化。早期的抽佣往往表现为清晰的单一比例，但随着平台业务复杂化，收费逐渐被拆分为技术服务费、营销推广费、会员费、广告费等多项组合。抽佣不再是一个价格，而是一套规则。对供给侧而言，理解与比较成本显著上升；对平台而言，收费的可解释性开始影响交易秩序与信任基础。
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HireVue is the biggest name here and has basically become the default for large employers running this kind of evaluation. It handles both recorded and live formats and generates AI-driven assessments that hiring teams can layer in alongside their own impressions. Insyder is another one, but it uses conversational AI to simulate a natural back-and-forth with candidates, essentially running 20-to-30-minute interviews at scale with behavioral science frameworks baked into the analysis.