与此同时，降本增效已成为企业核心诉求。企业通过数据湖技术消除冗余数据拷贝、提升引擎执行效率以节约计算资源（如 CPU 利用率优化）及人力维护成本，进而缩短任务处理周期。在此背景下，DataWorks 结合 Serverless Spark 通过智能化调度与高性能计算能力，助力企业实现降本增效。
One of the flashiest ways Good Inside is serving parents at the moment is with its AI chatbot GiGi. Kennedy says she’s “pragmatic;” she knows parents are asking ChatGPT and Claude their middle-of-the-night and mid-meltdown questions. She envisions GiGi as a trusted space for parents; one that fosters more of a “two-way relationship” that connects the dots for users. “A parent might ask about three very different things in three different sessions, but on our end, we see the thread throughout, and can serve up what they might be missing and what might be a helpful next step,” Kennedy says. That kind of predictive support can help get parents out of “fire-extinguishing mode,” Kennedy says. “I always tell parents, better than knowing how to extinguish a fire is actually just having fewer fires.”
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Nailed unit economics (CAC, margins, LTV).