2026年AI行业呈现三大趋势:AI助手竞争加剧、AI改变购物方式、AI成为新的广告与发现渠道。ChatGPT在2026年5月成为最快达到10亿月活用户的移动应用,但市场份额首次跌破50%,谷歌Gemini凭借安卓整合在欧洲、美国、日韩等市场扩张,Claude因拒绝与五角大楼合作而在美国市场份额从4.4%升至近14%。三星出货量带动Galaxy AI活跃数达1.2亿,中国厂商如小米、OPPO、vivo正将AI融入系统。
AI正在重塑购物行为,GenAI推荐流量在Computers & Consumer Electronics品类增长近四倍,Rufus用户转化率是非用户的两倍,Sparky推动Walmart转化率和客单价提升。AI广告生态系统快速形成,ChatGPT广告展示量3月到5月增长7倍,早期广告主集中在购物、软件、旅游、金融等品类。AI品牌自身成为大广告主,OpenAI和Anthropic广告支出同比增长超800%。
AI相关创意全球支出在2026年Q1超过13亿美元,AI不再是一个独立类别,而是成为互联网的默认功能。
这篇文章的核心信号在于:AI正在从一个独立的产品形态演变为整个数字经济的底层基础设施。对于UA经理而言,这意味着用户获取渠道正在从传统的搜索和社交扩展到AI助手和AI购物代理。值得关注的是,Claude因价值观选择而快速抢占专业用户市场,说明品牌安全与用户信任正在成为AI时代的分水岭。
从实操角度看,变现策略师需要重新思考AI生态内的广告库存定价。早期数据显示,ChatGPT的广告展示量增速惊人,但流量集中在购物、软件等强决策品类。另一方面,AI创意本身正在成为增长杠杆,超过13亿美元的广告支出表明内容生产正在被重写。归因分析也需要适应多触点、多代理的复杂路径。
从行业趋势看,这篇文章印证了"AI即平台"的判断。当AI从工具变成入口,传统的流量分配、用户触达和转化漏斗都在被重构。隐私合规、数据可用性以及品牌安全将成为新的战役焦点。
The open internet presents unique challenges for performance advertising: fragmented identity, closed first-price auctions, and non-stationary supply. Moloco's CARA compound architecture tackles this with six integrated technical domains—Campaign Automation, Supply, Ad Recommendations, Bidding, Creative, and Signals—running on a unified ML infrastructure. Key insights for ad ops: the system continuously learns from every interaction, uses knowledge distillation to serve real-time predictions under 10ms latency, and validates improvements through rigorous live experiments. In 2025, 65 validated model updates reduced CPA by 17% and improved ROAS by 27%. The key takeaway: compound AI architectures that connect prediction, bidding, creative, and data can unlock measurable performance gains beyond walled gardens.
Adjust now supports ChatGPT Ads measurement, enabling advertisers to attribute installs and post-install events from campaigns within ChatGPT. The integration provides URL templates for clicks and impressions, and uses the Conversions API to report conversions back to OpenAI. Advertisers can configure the module in Adjust by entering API credentials and mapping events. This allows tracking of key metrics like impressions, clicks, spend, CTR, CPC, and CPM, making ChatGPT Ads a measurable, data-driven channel for user acquisition.
US digital ad spend hit $201B (+15% YoY) with 19T impressions (+7%). Facebook remains the top US ad channel at $42.9B; Shopping leads categories, and P&G is the #1 advertiser. Generative AI is compressing creative cycles: Gaming saw +54% unique creatives, with Food & Dining, Financial Services, and Media & Entertainment also accelerating. ChatGPT ad impressions are diversifying beyond Shopping (36.5% to 20.9%), while Financial Services, Travel, and Health & Wellness expand. OTT spend reached $12B (+17% YoY), outpacing YouTube (+6%) as Linear TV declines (-3%). Ad ops should shift budget toward streaming OTT and AI-driven creative testing while monitoring conversational AI as a high-intent channel.
Cross-channel marketing analytics isn't about putting Meta, Google, and TikTok numbers side by side—they often double-count the same customer journey. Fragmented identity is the real culprit; without a first-party Customer User ID, attribution measures platform credit, not customer value. The article explains that deduplicating conversions across mobile, web, and CTV can lift attributed revenue by 30–60% and improve ROAS by 20%. It walks through attribution models, warns against platform-native analytics, and advises using an independent MMP for true cross-channel measurement. Ad ops takeaway: fix identity resolution first, because AI-driven optimization and budget allocation depend on trustworthy, deduplicated data.
TikTok is offering new advertisers up to $6,000 in ad credits through a tiered spend incentive ($100/$500/$1500) that includes 1-to-1 expert support at the top tier. However, eligibility is restricted to new SMB self-serve accounts, and credits expire. Alongside the offer, TikTok has rolled out several ad tech innovations—Symphony AI creative suite, Streaming Ads, Agentic Hub, Market Scope, and new MMM data—that provide actionable opportunities for testing and scaling performance. Ad ops teams should review eligibility criteria carefully and consider leveraging these tools to maximize ROI during the promotional window.
Japan's finance app category is outperforming, with H1 2026 installs up 8% YoY and sessions up 40%—nearly 5x the install growth and well ahead of global figures (5% and 29%). Stock trading is the standout subvertical: installs +90% YoY and average session length climbing to 11.7 minutes, driven by NISA reforms and a retail investor resurgence. Retention is improving across the full 30-day curve (D1 17% to 19%, D30 7% to 8%). For ad ops teams, the takeaway is clear: prioritize measurement depth, re-engagement, and channel-level quality over top-of-funnel volume alone.
TikTok for Business is rapidly expanding its ad tech stack with AI-powered creative tools, new ad formats, and enhanced measurement. Key updates include the Symphony creative suite with Dreamina Seedance 2.5, the Agentic Hub for AI-managed campaigns, Streaming Ads for subscription growth, and GMV Max for TikTok Shop ROI. New analytics via Market Scope and the Attribution Portfolio promise deeper audience insights and full-funnel measurement. Salesforce CRM integration streamlines lead transfer. A limited-time offer provides up to $1500 in ad credits for new advertisers, incentivizing adoption of these advanced solutions.
AppsFlyer now attributes AI-driven app traffic on both sides of the funnel: earned organic discovery across 8 AI answer engines (ChatGPT, Claude, Perplexity, Gemini, Grok, Copilot, Manus, DeepSeek) and 13 search engines, plus paid campaigns via a new ChatGPT Ads integration using OpenAI's Conversions API. For ad ops teams, the practical win is deduplication and incrementality: SEO and AEO performance can be viewed side by side, and paid versus organic splits on the same platform (e.g., ChatGPT) reveal the true lift of ad spend rather than cannibalized organic conversions. Setup is low-lift, leveraging existing OneLink, App Links/Universal Links, and Smart Script infrastructure, with no added cost.
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