AI正在深刻改变移动营销格局,其核心价值在于简化决策流程、加快洞察获取速度,并支持在全增长栈中实现预测性和实时优化。
在用户获取(UA)方面,AI通过预测建模和自动化出价,提升投放效率,降低CPI,同时结合SKAN等框架优化归因分析。
在用户留存和变现环节,AI驱动个性化推送与动态定价策略,有效提升LTV和ROAS。Adjust等MMP提供AI工具,帮助广告主在复杂生态中实现增量提效。
综合来看,AI正在推动移动营销从经验驱动向数据智能驱动转型,助力营销人员做出更明智的决策。
AI personalization is now essential for mobile marketing, with 71% of consumers expecting tailored experiences. This article outlines how AI enhances audience intelligence, creative personalization via DCO and GenAI, engagement timing, and measurement. Marketers should start small with focused A/B tests, prioritize user value, and collaborate across UA, CRM, and product. Key challenges include privacy, overpersonalization, and model bias. Adjust's Growth Copilot offers AI-driven analytics to streamline decision-making.
LLMs like ChatGPT and Gemini are reshaping mobile app discovery, with traditional search volume expected to decline 25% by 2026. These AI platforms act as answer engines, delivering direct app recommendations to users. For ad ops, this shift requires optimizing for LLM visibility through structured content and reputation management. While native ad formats are in early testing on platforms like Perplexity and Gemini, early adoption can secure high-intent placements. Marketers should track AI-driven traffic and align discovery strategies across ASO, SEO, and LLMs to stay competitive in an AI-first environment.
Marketing mix modeling (MMM) is re-emerging as a privacy-compliant complement to attribution, helping mobile marketers evaluate the impact of media spend, pricing, ASO, and promotions on installs and revenue. Unlike traditional media mix modeling, MMM includes non-media levers. Combined with incrementality testing and predictive analytics, MMM provides a high-level view of performance without relying on user-level data, making it essential for modern measurement stacks.
At MAU 2025, Adjust highlighted its new Growth Copilot AI solution, aimed at helping mobile marketers turn data into actionable insights for smarter growth. The event featured key sessions on AI-driven campaign optimization and real-time decision-making. Networking events with partners like Reddit, Sensor Tower, and AppLovin fostered industry connections. For ad ops decision-makers, the key takeaway is leveraging AI to accelerate performance and scale resources efficiently.
Adjust launches Growth Copilot beta, an AI assistant that answers plain-language questions about campaign performance, helping marketers get instant insights without SQL or dashboards.
Apple's WWDC25 announced significant AdAttributionKit updates, including support for multiple overlapping re-engagement conversions with conversion tags, customizable attribution windows per ad network, configurable cooldown periods to avoid misattribution, and new geography data (country codes) in postbacks for high-volume campaigns. Testing capabilities are enhanced via developer mode. These changes give advertisers more control over attribution rules and insights, improving campaign optimization and measurement accuracy across iOS 26 and beyond.
Web-to-app strategies boost conversions by 77% and achieve 13.6% average paying user rate. Brands like adidas saw 2.4x higher ROAS from deep-linked users, while AirAsia improved bookings by 19%. Key challenges include measurement gaps, siloed teams, and onboarding friction. Solutions involve Google Ads Web-to-App Install and Web to App Connect with AppsFlyer Smart Banners and deep linking. Actionable steps: set tracking, import conversions, activate smart bidding, and deep link users.
Data collaboration platforms (DCPs) help mobile marketers unify first-party data for secure, privacy-compliant collaboration. They enable audience targeting, campaign optimization, and operational efficiency without exposing raw user data. Unlike data clean rooms, DCPs emphasize activation and integration with downstream systems. For ad ops decision-makers, DCPs offer a scalable way to navigate post-ID privacy regulations while maximizing data value.
Adjust 旗下 TrueLink 负责人 Karthik Kannan 提出用“4R 框架”(Remember、Reach、Retrieve、Route)拆解深度链接(deep linking)的完整链路,核心在于把用户点击时的上下文一...
Snapchat正式向Adjust客户开放Unified Attribution功能,该功能将MMP数据实时接入Snapchat的投放优化,弥合平台侧与MMP报告之间的数据鸿沟。广告主可基于Adjust的转化信号优化campaign、提升预...
Adjust发布《购物应用洞察报告:2026年版》,为电商营销人员和开发者提供全球购物应用安装、会话、留存、收入及UA成本等关键数据。报告显示,全球电商应用安装与会话量均实现增长,北美地区增长最为强劲,且Q4季节性峰值逐年扩大。基于多渠道归...
归因与增量性分析互为补充,归因显示转化来源,增量性估算营销活动的真实贡献,两者结合可更全面评估投放效果。通过Adjust InSight的因果对比模型,可以计算增量ROAS(增量收入÷增量广告支出),并识别有机蚕食现象。根据增量提升的统计显...
Adjust发布H1 2026移动应用趋势更新,全球安装量同比增长13%,会话量增长5%,应用活动持续增长。游戏品类中休闲游戏会话量激增55%,电商应用安装日参与度在所有区域均提升,金融应用安装量增长5%而会话量增长29%。营销人员应关注可...
CTV已从品牌营销渠道转变为性能驱动型渠道,移动应用营销者应将其纳入UA计划。2026年6月,Fox以220亿美元收购Roku,Walmart收购Vibe.co,行业整合推动CTV向可测量、自助服务发展。建议以小额测试起步,结合assist...