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AI助手成零售新入口,2026年美国AI平台将影响205.7亿美元电商销售

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How AI is reshaping consumer markets

消费者越来越多直接向AI助手询问产品推荐,AI平台正成为零售新入口;Emarketer预测2026年美国AI平台将影响205.7亿美元电商销售,为2025年的近四倍。

消费者在AI助手中获得的商品或服务推荐,对品牌而言已变得与社交媒体、搜索引擎或电商平台上的曝光同等重要。据咨询公司Emarketer预测,仅美国市场,AI平台2026年将影响205.7亿美元电商销售,接近2025年54亿美元的四倍,占当年美国在线零售额的1.5%。

帮助品牌解读复杂算法的服务由此成为商机,吸引数据分析公司Ibope、软件公司Adobe和电商技术公司Dolado等企业入局。具备比价、下单等能力的AI智能体出现,进一步增加了复杂性,相关手法从生成式引擎优化(GEO)延伸到智能体商务优化(ACO)。

Ibope首席执行官Antonio Wanderley表示,越来越多消费者不再从传统搜索引擎或电商平台开始购物,而是直接询问AI助手,AI返回的店铺、产品和筛选标准清单“已成为零售的新入口”,但此前无人测量哪些品牌出现在清单上。Ibope与巴西咨询公司Benext.ai合作推出Ibope Be.Cited指数,向五个AI平台提交真实消费者问题,记录品牌是否出现、位置及被提及频率。

应Valor请求,Ibope Be.Cited发现,在消费者与五个AI助手的互动中出现最多的电商平台是Mercado Livre(90%),其后为Amazon(86%)、Shopee(69%)、Kabum!(51%)和Casas Bahia(45%)。Wanderley指出“不存在单一的‘AI意见’”,各大型语言模型呈现品牌的方式不同:Americanas在Perplexity上以57%位列第三,在Gemini上仅3%;Magalu(42%)和Magazine Luiza(41%)被AI视为两个品牌,合并后该零售商可竞争第三位。

Adobe于2026年中在巴西推出Brand Visibility软件。Adobe拉美董事总经理Douglas Montalvão称,该软件旨在帮助企业了解品牌在智能体和大型语言模型的新世界中如何被提及,并影响模型对消费者的表述。Bradesco是用户之一,其首席营销官Renato Camargo称项目包括调整银行官网,使信息更易被AI获取。Montalvão强调,这些举措的成功“不在于购买项目或技术,而在于采用”。

数字营销机构Jellyfish用AI模拟不同消费者画像,以衡量品牌在大型语言模型中的可见度。其“Share of Model”方法基于2026年8月17日至9月11日每周收集的71份回答,共从代表巴西消费者的合成画像处获得213份回答,其中65%年龄在25至44岁。在时尚配饰类目,Shein和C&A各出现在95.77%的回答中,Renner为97.18%。Jellyfish调查显示,产品多样性占正面提及的28.67%至43.19%,促销占29.14%,信任占23.94%,精选占20.75%;价格、成本及换退货问题为主要负面因素。Jellyfish巴西首席执行官Fabiana Baraldi称,从今年黑色星期五开始,品牌不仅要被找到,还要被认为与消费者需求相关。

Dolado两周前与美国初创公司Bodhium Labs合作,后者开发面向AI平台的品牌可见度解决方案。Dolado联合创始人兼首席执行官Guilherme Freire称“有了AI智能体,游戏规则完全变了”,这些智能体不仅推荐产品,还能搜索、比价、议价并代消费者购买,搜索范围比AI助手更广。他预计这一体验将融入WhatsApp等日常渠道。Bodhium Labs的客户包括除臭剂品牌Mando和信用卡公司Visa,其创始人包括沃顿商学院AI教授Kartik Hosanagar和前Google DeepMind工程师Krishna Srinivasan。Dolado正在挑选首批测试企业,包括“国内最大时尚集团之一和一家大型跨国美妆公司”。

Adobe预测,今年黑色星期五促销季,生成式AI助手导流至美国零售网站的流量将同比增长95%。2025年美国促销季,AI平台带来的消费者比其它渠道多693%,销售转化高38%。

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How AI is reshaping consumer markets

Guilherme Freire Gabriel Reis/Valor A product or service recommendation made during a conversation with an artificial intelligence assistant has become as important to brands as exposure on social media, search engines, or marketplaces. The Black Friday season, which will peak this year on November 27, will test how consumers use AI platforms and whether those interactions actually generate sales. In the United States alone, AI platforms are expected to influence $20.57 billion in e-commerce sales in 2026—nearly four times the $5.4 billion recorded in 2025—according to consulting firm Emarketer. That would represent 1.5% of U.S. online retail sales for the year. Helping brands decipher complex algorithms has become a business opportunity attracting companies including data analytics provider Ibope, software maker Adobe, and e-commerce technology company Dolado. The arrival of AI agents capable of performing tasks such as comparing prices and making purchases is further complicating the landscape. Techniques range from generative engine optimization (GEO) to agentic commerce optimization (ACO). “Instead of beginning their journey on a traditional search engine or browsing a marketplace, a growing share of consumers are asking an AI assistant directly, which responds with lists of stores, products, and selection criteria. That list has become the new gateway to retail. Until now, no one was measuring which brands appeared on it,” said Ibope CEO Antonio Wanderley. The audience-measurement and consumer-data company has launched the Ibope Be.Cited index, which submits real consumer questions to five AI platforms and records which brands appear, their position, and how frequently they are mentioned. Created with Brazilian consulting firm Benext.ai, the new service combines a platform that continuously measures brand visibility, Ibope Be.Cited Intelligence, with strategic recommendations for brands through Ibope Be.Cited Consulting. Wanderley believes the competition is no longer solely about visibility. “For brands, it is no longer enough to know whether they appear in AI responses. They need to understand how frequently they appear, in what position, alongside which competitors, and supported by which sources,” he explained. At Valor’s request, Ibope Be.Cited found that the marketplaces appearing most often in consumer interactions with five AI assistants were Mercado Livre, present in 90% of responses, followed by Amazon at 86%, Shopee at 69%, Kabum! at 51%, and Casas Bahia at 45%. Among the survey’s findings, Wanderley highlighted that “there is no single ‘AI opinion,’” because each large language model (LLM) presents brands differently. “Americanas is the third-most prominent brand on Perplexity, at 57%, but barely appears on Gemini, at 3%,” he noted. Another concern is that brands with different names may lose visibility in AI assistants. “AI treats Magalu, at 42%, and Magazine Luiza, at 41%, as separate brands. Combined, the retailer would be competing for third place.” Consumers already watching for Black Friday promotions may notice that AI “checks before it sells.” According to the Ibope Be.Cited study, 52% of respondents recommend consulting price-comparison sites such as Zoom and Buscapé, while 23% say no retailer is always the least expensive. “From AI’s perspective, the competition is over total cost, not the advertised discount,” the Ibope executive noted. Traffic from generative AI assistants to U.S. retail websites is expected to increase 95% during this year’s Black Friday season compared with last year’s promotional period, Adobe projects. During the 2025 promotional season in the United States, AI platforms drove 693% more consumers to online stores and converted 38% more sales than referrals from other channels. Data on revenue or interaction volume generated by AI was not disclosed. Adobe launched its Brand Visibility software in Brazil in mid-2026. “The idea is precisely to help companies understand how their brands are being mentioned in this new world of agents and LLMs [AI large language models] and influence what LLMs are telling consumers about them,” said Douglas Montalvão, Adobe’s managing director for Latin America. Bradesco is among the platform’s users. In a September interview with Valor, Bradesco Chief Marketing Officer Renato Camargo said the project includes reviewing the bank’s own channels, including its website, which is being adjusted to make information easier for AI to access. Montalvão emphasized that Adobe’s strategy is to demonstrate the financial impact of adopting these solutions. “The success of these initiatives does not lie in purchasing a project or technology, but in adoption,” he said. Digital marketing agency Jellyfish uses AI to simulate different consumer profiles as part of its methodology for measuring brand visibility in LLMs. In fashion and accessories, the category that generated the highest sales volume during last year’s Black Friday season, retailers Shein, Renner, and C&A were mentioned in more than 95% of the responses analyzed across six AI models. Shein and C&A each appeared in 95.77% of responses, while Renner appeared in 97.18%. The agency’s “Share of Model” methodology was based on 71 responses collected weekly between August 17 and September 11, 2026. A total of 213 responses were gathered from questions submitted by synthetic profiles representing Brazilian consumers, 65% of whom were aged 25 to 44. The algorithms offer important clues about the criteria AI models use to highlight particular brands. Product variety accounted for between 28.67% and 43.19% of positive mentions, followed by promotions at 29.14%, trust at 23.94%, and curation at 20.75%, according to Jellyfish’s survey. Conversely, prices, costs, and problems with exchanges and returns were the leading negative factors, with their weight varying by model. “Starting with this year’s Black Friday, brands need to work not only to be found, but also to be considered relevant to consumers’ needs,” said Fabiana Baraldi, Jellyfish’s CEO in Brazil. The spread of artificial intelligence agents capable of purchasing products autonomously with user approval has transformed Brazilian startup Dolado’s strategy for increasing its prospective clients’ sales in marketplaces and e-commerce. Two weeks ago, the e-commerce marketing, logistics, software, and services company partnered with U.S. startup Bodhium Labs, which develops brand-visibility solutions for AI platforms. “With AI agents, the game has changed completely,” Dolado cofounder and CEO Guilherme Freire told Valor. Since September, major technology companies have launched a wave of artificial intelligence agents, including Google’s Gemini Spark, OpenAI’s Dots, Meta Platforms’ Muse, Microsoft’s Copilot Autopilot, Apple’s Siri, and Amazon’s Quick. “These agents do more than recommend products: they can search, compare, negotiate, and make purchases on consumers’ behalf,” Freire said. The entrepreneur added that agents have a broader search scope than artificial intelligence assistants. “This will not be limited to ChatGPT. Personal agents such as Instinct and Muse point to a future in which this experience will be integrated into everyday channels, including messaging applications such as WhatsApp [Meta Platforms’ social network],” he projected. Deodorant brand Mando and credit-card company Visa are among Bodhium Labs’ clients. The startup’s founders include Wharton School AI professor Kartik Hosanagar and former Google DeepMind engineer Krishna Srinivasan. Dolado is selecting companies for the first tests of brand visibility among artificial intelligence agents. They include “one of the country’s largest fashion groups and a major multinational beauty company,” the CEO said, without disclosing their names. Translation: Todd Harkin

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