--- type: feature title: "AI Ecommerce Product Recommendations" description: "用 AI ecommerce product recommendations 结合购物意图、库存、利润和转化数据，在 Runner AI 中推荐相关商品。" category: ai-cro h1: "用 AI 店铺上下文推荐商品" legacyKind: structured image: "https://images.unsplash.com/photo-1556742044-3c52d6e88c62?q=80&w=1000&auto=format&fit=crop" keyword: "ai ecommerce product recommendations" --- ## AI Ecommerce Product Recommendations with full store context. AI ecommerce product recommendations should not show the same carousel to every shopper. Runner AI reads product data, inventory, margin, behavior, and campaigns before choosing what to recommend. ![(Runner AI connects intent, inventory, margin, and product relationships)](https://images.unsplash.com/photo-1556742044-3c52d6e88c62?q=80&w=1000&auto=format&fit=crop) [Start free - build smart recommendations](https://www.runnerai.com/zh/auth/login) No credit card. Cancel anytime. *[Runner AI connects intent, inventory, margin, and product relationships]* ## Do not show every shopper the same products. Recommendations convert when they understand shopper intent, available inventory, and the next best action. ### Use live store context Runner AI weighs views, cart, inventory, margin, and campaign rules before filling a recommendation slot. ![Use live store context](https://images.unsplash.com/photo-1556742044-3c52d6e88c62?q=80&w=600&auto=format&fit=crop) ### Test placement like CRO Homepage, PDP, cart, and post-purchase placements can each learn where a product relationship works. ![Test placement like CRO](https://images.unsplash.com/photo-1551288049-bebda4e38f71?q=80&w=600&auto=format&fit=crop) ### Align copy and offers Runner AI keeps the headline, product copy, bundle angle, and offer reason consistent. ![Align copy and offers](https://images.unsplash.com/photo-1542744095-fcf48d80b0fd?q=80&w=600&auto=format&fit=crop) ### Avoid irrelevant items Availability, customer stage, and merchandising constraints guide what appears. ![Avoid irrelevant items](https://images.unsplash.com/photo-1556745757-8d76bdb6984b?q=80&w=600&auto=format&fit=crop) ## For teams connecting discovery and revenue. > A recommendation is a decision: what product should appear, why now, and how it affects conversion, margin, and trust. > > — Runner AI product team, Conversion workflow note ## AI ecommerce product recommendations need a real reason. Runner AI treats recommendations as part of the conversion system. It evaluates journey, viewed product, inventory, merchandising rules, and active offer before filling a slot. The context behind ai ecommerce conversion optimization helps decide which suggestion deserves space, how it should be framed, and when it should stay hidden. ![AI ecommerce product recommendations need a real reason.](https://images.unsplash.com/photo-1556761175-5973dc0f32e7?q=80&w=800&auto=format&fit=crop) [Explore ai ecommerce conversion optimization](/zh/ai-ecommerce-conversion-optimization) [Browse all Runner AI features](https://www.runnerai.com/zh/zh) ## Recommendations should learn from analytics. Clicks are not enough. A recommendation can earn clicks while hurting margin or checkout. Runner AI connects decisions to ai ecommerce analytics so teams can review add-to-cart, checkout progress, order value, and product fit. ![Recommendations should learn from analytics.](https://images.unsplash.com/photo-1551288049-bebda4e38f71?q=80&w=800&auto=format&fit=crop) [Connect to ai ecommerce analytics](/zh/ai-ecommerce-analytics) [Compare with AI ecommerce A/B testing](/zh/ai-ecommerce-a-b-testing) ## Recommend across the journey without noise. Homepage, PDP, cart, and post-purchase moments need different recommendation jobs. Runner AI separates those jobs while sharing one source of truth for headline, product relationship, and channel decision. ![Recommend across the journey without noise.](https://images.unsplash.com/photo-1556745757-8d76bdb6984b?q=80&w=800&auto=format&fit=crop) [使用免费方案开始](https://www.runnerai.com/zh/workspace) > A good recommendation is available, explainable, profitable, and shown when it helps the shopper decide. > > — Runner AI conversion principle ## Social proof Built for teams connecting discovery, CRO, and merchandising. - Live inventory - CRO tests - Analytics decisions ## How recommendations work in Runner AI ### What are AI ecommerce product recommendations? They are product suggestions selected from shopper behavior, product relationships, and store context such as cart, stock, margin, campaigns, and conversion data. ### Where can Runner AI place them? Homepages, collections, PDPs, carts, post-purchase flows, and lifecycle messages depending on the job. ### How is this different from a bestseller carousel? Runner AI decides whether the moment needs an add-on, alternative, replenishment item, or no recommendation. ### Can recommendations lift AOV without hurting trust? Yes, when suggestions are relevant, available, and restrained. ### Do recommendations need A/B testing? Yes. Placement, headline, product mix, and timing can change conversion behavior. ## Ready to recommend with context? Build recommendations with inventory, intent, and conversion data. - Live signals - CRO tests - Connected discovery > 构建商品推荐模块，读取我的实时库存、利润率和购物者意图，让每个推荐位展示相配的附加商品、组合套装或补货商品，而不是千篇一律的畅销品。 [使用免费方案开始](https://www.runnerai.com/zh/auth/login?prompt=%E6%9E%84%E5%BB%BA%E5%95%86%E5%93%81%E6%8E%A8%E8%8D%90%E6%A8%A1%E5%9D%97%EF%BC%8C%E8%AF%BB%E5%8F%96%E6%88%91%E7%9A%84%E5%AE%9E%E6%97%B6%E5%BA%93%E5%AD%98%E3%80%81%E5%88%A9%E6%B6%A6%E7%8E%87%E5%92%8C%E8%B4%AD%E7%89%A9%E8%80%85%E6%84%8F%E5%9B%BE%EF%BC%8C%E8%AE%A9%E6%AF%8F%E4%B8%AA%E6%8E%A8%E8%8D%90%E4%BD%8D%E5%B1%95%E7%A4%BA%E7%9B%B8%E9%85%8D%E7%9A%84%E9%99%84%E5%8A%A0%E5%95%86%E5%93%81%E3%80%81%E7%BB%84%E5%90%88%E5%A5%97%E8%A3%85%E6%88%96%E8%A1%A5%E8%B4%A7%E5%95%86%E5%93%81%EF%BC%8C%E8%80%8C%E4%B8%8D%E6%98%AF%E5%8D%83%E7%AF%87%E4%B8%80%E5%BE%8B%E7%9A%84%E7%95%85%E9%94%80%E5%93%81%E3%80%82) ## 相关功能 - [用于导购的 AI 电商测验生成器](/zh/ai-ecommerce-quiz-builder) - [面向复购收入的 AI 电商留存自动化](/zh/ai-ecommerce-retention-automation) - [用 AI 电商搜索优化把店铺搜索变成收入渠道](/zh/ai-ecommerce-search-optimization) - [探索所有功能](/zh)