# crossingminds.com > AI-optimized mirror of crossingminds.com containing 50 pages totalling 38,913 words of clean markdown content, structured data, and semantic HTML. Original source: https://crossingminds.com/. Last updated: 2026-06-15T00:36:37.102Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [A New Chapter for Crossing Minds](/content/site-root.html): After eight years of building Crossing Minds, our team is joining OpenAI. Crossing Minds is the leading retrieval platform for building accurate, secure, and scalable AI applications. (348 words) ## Articles & Blog Posts - [blog/rethinking-retrieval-for-rag-introducing-iclerb/index.html](/content/blog/rethinking-retrieval-for-rag-introducing-iclerb/index.html) (1 words) - [blog/how-to-encourage-your-e-commerce-team-to-embrace-your-conversion-rate-optimization-cro-strategy.html](/content/blog/how-to-encourage-your-e-commerce-team-to-embrace-your-conversion-rate-optimization-cro-strategy.html) (1 words) - [DPO Evolution in LLMs: From Fine-Tuning to Benchmark Standard](/content/blog/dpo-evolution-in-llms-from-fine-tuning-to-benchmark-standard.html): DPO Evolution in LLMs: From Fine-Tuning to Benchmark Standard - Explore how Direct Preference Optimization (DPO) has transformed from a groundbreaking fine-tuning technique into a comprehensive evaluation standard for Large Language Models. This deep dive examines DPO's three-stage evolution: starting as an alternative to RLHF, emerging as a metric for few-shot learning strategies, and now serving as a ground-truth benchmark for embedding quality. Perfect for ML engineers, AI researchers, and LLM practitioners looking to understand the latest advances in model evaluation and fine-tuning. Learn how DPO is revolutionizing the way we measure and optimize In-Context Learning performance in modern language models. (2,242 words) - [What E-Commerce Can Learn from Brick-and-Mortar to Improve the Online Shopping Experience](/content/blog/what-e-commerce-can-learn-from-brick-and-mortar-to-improve-the-online-shopping-experience.html): What E-Commerce Can Learn from Brick-and-Mortar to Improve the Online Shopping Experience - Learn how can e-commerce environments learn from the decades of experience retail brick-and-mortars have to create a truly excellent experience online. (1,333 words) - [Crossing Minds x The Line Studios: How Personalization & Product Imagery Drive E-Commerce Conversions](/content/blog/crossing-minds-x-the-line-studios-how-personalization-product-imagery-drive-e-commerce-conversions.html): Crossing Minds x The Line Studios: How Personalization & Product Imagery Drive E-Commerce Conversions - Crossing Minds’ Alexandre Robicquet and The Line Studios’ Lindsay More Nisbett discuss how to optimize conversion rates using the latest advancements in AI and cutting edge trends in product imagery. (2,858 words) - [E-commerce Product Tagging: The Ultimate Guide + Examples](/content/blog/ecommerce-product-tagging-the-ultimate-guide-examples.html): E-commerce Product Tagging: The Ultimate Guide + Examples - Product data is the backbone of every fantastic e-commerce customer experience. Whether you're a seasoned e-commerce executive or just stepping into the world of online retail, mastering the art of product data tagging is essential for attracting customers, enhancing discoverability, and driving conversions. This comprehensive guide to truly effective product tagging will delve into its intricate nuances, from understanding the importance of attributes and properties, categories, and keywords, to optimizing product descriptions and leveraging advanced tagging strategies. (2,965 words) - [Tips for Increasing E-Commerce Customer Loyalty & Retention](/content/blog/tips-increasing-ecommerce-retailer-customer-loyalty-retention.html): Tips for Increasing E-Commerce Customer Loyalty & Retention - Retailers can foster customer loyalty and retention by effectively communicating with customers, deploying true 1:1 personalization and recommendations, and considering lifecycle stages. (1,519 words) - [Search Engines vs. Recommendation Engines: How to Be Proactive in E-Commerce Selling](/content/blog/search-engines-vs-recommendation-engines-how-to-be-proactive-in-e-commerce-selling.html): Search Engines vs. Recommendation Engines: How to Be Proactive in E-Commerce Selling - Learn how retailers should prioritize search engines and recommendation engines differently based on certain criteria, which can increase both conversions and brand loyalty. (1,544 words) - [Advertising vs Recommendation](/content/blog/advertising-vs-recommendation/index.html): Advertising vs Recommendation - How targeted advertising is killing recommendation engines at your expense (1,379 words) - [Shopify Recommended Products: The Complete Guide to Adding Personalization to Your Store](/content/blog/shopify-recommended-products-complete-guide-personalization.html): Shopify Recommended Products: The Complete Guide to Adding Personalization to Your Store - Learn how to add recommended products to your Shopify store and discover how it can increase your business' conversions. (1,670 words) - [It shouldn’t take half an hour to choose a movie](/content/blog/should-not-take-an-hour/index.html): It shouldn’t take half an hour to choose a movie - Or, why do we need truly personalized media recommendations (1,569 words) - [The Benefits of E-Commerce Personalization and 5 Must-Haves to Achieve It](/content/blog/the-benefits-of-e-commerce-personalization-and-5-must-haves-to-achieve-it.html): The Benefits of E-Commerce Personalization and 5 Must-Haves to Achieve It - Does your brand have what it takes to effectively use e-commerce personalization to power conversions? Crossing Minds Co-Founder and CEO Alexandre Robicquet dives into the must-haves to efficiently accomplish e-commerce personalization and the benefits of those efforts. (1,579 words) - [Black Friday Marketing Strategies for E-Commerce Retailers](/content/blog/black-friday-marketing-strategies-for-e-commerce-retailers.html): Black Friday Marketing Strategies for E-Commerce Retailers - The following marketing and sales strategies for retailers can help transform your Black Friday, and may even give you some ideas for how to run your business post-holidays and beyond. (1,108 words) - [What are Behavior-Based Recommendations?](/content/blog/what-are-behavior-based-recommendations/index.html): What are Behavior-Based Recommendations? - Learn what behavior-based recommendations are and how they promote a better customer experience and lead to more conversions. (1,160 words) - [How can I implement AI in DevOps?](/content/blog/how-can-i-implement-ai-in-devops/index.html): How can I implement AI in DevOps? - A field-guide to testing, deploying and orchestrating AI systems (986 words) - [Crossing Minds to Deliver Ecommerce Personalization Through Google Cloud Marketplace Launch](/content/blog/crossing-minds-to-deliver-ecommerce-personalization-through-google-cloud-marketplace-launch.html): Crossing Minds to Deliver Ecommerce Personalization Through Google Cloud Marketplace Launch - Crossing Minds’ AI service enables retail customers to serve personalized experiences to their customers on Google Cloud. (529 words) - [Hai World](/content/blog/hai-world/index.html): Hai World - “Absorb what is useful, discard what is useless and add what is specifically your own” — Bruce Lee (1,128 words) - [Improving discovery for NFTs will amplify digital creators and marketplaces](/content/blog/improving-discovery-nfts-amplify-digital-creators-marketplaces.html): Improving discovery for NFTs will amplify digital creators and marketplaces - The challenge lies in solving the “cold start” problem for NFTs, wherein it’s nearly impossible for brands to provide accurate recommendations for new and anonymous users. (982 words) - [Closing the Loop: Real-Time Self-Improvement for LLMs with RAGSys](/content/blog/closing-the-loop-real-time-self-improvement-for-llms-with-rag.html): Closing the Loop: Real-Time Self-Improvement for LLMs with RAGSys - Traditional RAG relies on similarity-based retrieval, but real-time performance optimization is the next frontier. In this blog, we explore how KPI-driven fine-tuning transforms RAG from static retrieval to a continuous optimization engine, ensuring LLMs always generate the most accurate, context-aware responses. Learn how real-time retrieval adjustments, utility-based ranking, and adaptive prompt composition enhance accuracy, reduce hallucinations, and eliminate costly fine-tuning cycles—without modifying model weights. (1,566 words) - [5 Best Algolia Competitors & Alternatives](/content/blog/5-best-algolia-competitors-alternatives/index.html): 5 Best Algolia Competitors & Alternatives - Algolia vs competitors and alternatives: Learn more about Algolia’s products and services, their strengths and weaknesses as a provider, and more insights about Algolia competitors and alternatives. (1,101 words) - [ChatGPT for Shopify: How E-Commerce Businesses Can Best Use the Tool](/content/blog/chatgpt-for-shopify-how-e-commerce-businesses-can-best-use-the-tool.html): ChatGPT for Shopify: How E-Commerce Businesses Can Best Use the Tool - Discover ways e-commerce businesses can deploy ChatGPT on Shopify that will guarantee positive results – including for product search & discovery and upsell and bundle recommendations. (1,036 words) - [Best Practices for Launching Product Recommendations via Email](/content/blog/best-practices-for-launching-product-recommendations-via-email.html): Best Practices for Launching Product Recommendations via Email - Discover how to craft effective and engaging product recommendation emails. (808 words) - [Using Bundle and Upsell Recommendations to Boost E-Commerce Sales](/content/blog/using-bundle-and-upsell-recommendations-to-boost-e-commerce-sales.html): Using Bundle and Upsell Recommendations to Boost E-Commerce Sales - Learn what upselling and bundles (or cross-selling) are, why they are beneficial for both customers and businesses, and how to effectively implement them. (692 words) - [How GPT Spotlight Makes E-Commerce Product Search & Discovery More Intuitive for Shoppers](/content/blog/how-gpt-spotlight-makes-ecommerce-product-search-discovery-more-intuitive-for-shoppers.html): How GPT Spotlight Makes E-Commerce Product Search & Discovery More Intuitive for Shoppers - GPT Spotlight is a new and intuitive way for customers to discover relevant items or products, driving more conversions and improving customer loyalty and retention. Learn how businesses can use it to enable more fulfilling customer experiences. (859 words) - [5 Ways to Harness Your Marketplace Inventory Data for Enhanced Recommendations](/content/blog/5-ways-to-harness-marketplace-inventory-data-for-enhanced-recommendations.html): 5 Ways to Harness Your Marketplace Inventory Data for Enhanced Recommendations - Get tips on how to use the data within your marketplace inventory to lead to enhanced recommendations for end users, leading to a better customer experience and higher conversion rates. (799 words) - [Creating a Seamless Shopping Experience with the Right Omnichannel Personalization Software](/content/blog/creating-a-seamless-shopping-experience-with-the-right-omnichannel-personalization-software.html): Creating a Seamless Shopping Experience with the Right Omnichannel Personalization Software - Explore the benefits of omnichannel personalization, the tech and software that enable it, and how businesses can implement it to enhance the customer experience. (911 words) - [Ching-Wei Chen](/content/team/ching-wei-chen/index.html): Ching-Wei Chen VP of Engineering - Ching-Wei brings a comprehensive background in machine learning and product development and leads Crossing Minds’ engineering team. He previously worked at Spotify, where he most recently held the title Director of Machine Learning. There, he led the team that developed advanced recommendation technologies and product features including Discover Weekly, Daily Mix and Home screen personalization. He previously led teams at SoundCloud and Gracenote that developed large scale content analysis and discovery technologies for consumer and B2B customers. (159 words) - [Our strategic investment from Shopify and the future of e-commerce](/content/blog/strategic-investment-from-shopify-future-of-e-commerce.html): Our strategic investment from Shopify and the future of e-commerce - Crossing Minds is the first AI-powered recommendation engine to receive an investment from Shopify. (561 words) - [Recommendation is the next frontier of online experiences](/content/blog/recommendation-is-the-next-frontier-of-online-experiences.html): Recommendation is the next frontier of online experiences - With Crossing Minds, we’ve built something we’re truly proud of — a platform that represents the best in advanced AI as well as the best practice when it comes to respecting and engaging with customers. (579 words) - [Crossing Minds wins “Best e-Commerce Web Platform” in MarTech Breakthrough Awards](/content/blog/crossing-minds-best-e-commerce-platform-martech-breakthrough-awards.html): Crossing Minds wins “Best e-Commerce Web Platform” in MarTech Breakthrough Awards - MarTech has named Crossing Minds the "Best E-commerce Platform" winner in the 2022 MarTech Breakthrough Awards. Out of 2,950 nominations for the world's most innovative solutions, we are honored to be highlighted for our work in e-commerce personalization and recommendations. (391 words) - [A Word About ChatGPT & the Future of Search and Discovery](/content/blog/alexandre-robicquet-co-founder-ceo-a-word-about-chatgpt-the-future-of-search-and-discovery.html): A Word About ChatGPT & the Future of Search and Discovery - The advent of ChatGPT couldn't have come at a better time. “Search and discovery,” or the art of helping customers find relevant products, has long been overdue for reassessment. Read a bit about what's next for Crossing Minds. (500 words) - [Crossing Minds Successfully Concludes SOC 2 Type 2 Audit](/content/blog/crossing-minds-successfully-concludes-soc-2-type-2-audit.html): Crossing Minds Successfully Concludes SOC 2 Type 2 Audit - Crossing Minds, the leading AI recommendation and personalization platform company, is thrilled to announce the successful completion of its SOC 2 Type 2 audit. (481 words) - [Crossing Minds Announces React Library for Shopify Hydrogen & Hydrogen 2.0 Stores](/content/blog/crossing-minds-announces-react-library-for-shopify-hydrogen-2-stores.html): Crossing Minds Announces React Library for Shopify Hydrogen & Hydrogen 2.0 Stores - Crossing Minds is pleased to announce the release of its new React library, designed to support headless Shopify stores running on Hydrogen or the Remix-based Hydrogen 2.0 frameworks. (561 words) - [Crossing Minds Launches AI that Makes E-commerce Product Data More Intuitive and Discoverable](/content/blog/crossing-minds-launches-ai-that-makes-e-commerce-product-data-more-intuitive-and-discoverable.html): Crossing Minds Launches AI that Makes E-commerce Product Data More Intuitive and Discoverable - Crossing Minds today announced the release of a new e-commerce data enrichment product that makes e-commerce products more intuitively discoverable to customers. The product uses generative AI to clean existing product data and add new, intuitive data labels based on product image and text data. (428 words) - [ICLERB](/content/company-resources/iclerb/index.html): In-Context Learning Embedding and Reranker Benchmark (ICLERB) is a benchmark to evaluate embedding and reranking models used to retrieve examples for In-Context Learning (ICL). (357 words) - [Access Denied](/content/access-denied/index.html) (16 words) - [Alexandre Robicquet](/content/team/alexandre-robicquet/index.html): Alexandre Robicquet CEO - Alexandre earned his first two Master’s degrees in Mathematics and Machine Learning at the age of 23 from ENS Paris Saclay. Alexandre had his work published at the age of 21 and held two 4-year positions as a researcher under Pr. Sebastian Thrun (founder of Google X) and Pr. Silvio Savarese. He received a third Master’s degree in Artificial Intelligence and started on a path for a Ph.D but chose instead to work on building Crossing Minds full-time. (160 words) - [Anne Spitz](/content/team/anne-spitz/index.html): Anne Spitz Staff Machine Learning Engineer - Anne graduated with a degree in Engineering from Ecole des Ponts ParisTech, one of the highest-ranking engineering schools in France. She continued her studies at the University of California, Berkeley completing her Master of Engineering at the age of 21. While studying she held many prestigious internships with Essilor, L’Oreal, Beam Solutions, and Auchan Retail. Continuing her focus in Artificial Intelligence and Machine Learning, she has garnered a wide set of skills, from Machine Learning, Software Engineering to Data Analytics. (163 words) - [Heading 1](/content/rich-text/index.html) (71 words) - [Anusha Prabhudev](/content/team/anusha-prabhudev/index.html): Anusha Prabhudev Senior Machine Learning Engineer - Anusha is currently pursuing her Master's in Applied Computing at the prestigious University of Toronto, one of the highest-ranking universities globally. While studying, she held an internship as a Data Scientist in the banking sector. With over three years of experience as a Software Engineer in the oil and gas industry, Anusha honed her skills in big data, end-to-end data pipelines, and data visualization. She has completed her Bachelor's in Computer Science from Ramaiah Institute of Technology, India. Her areas of focus include Data Analytics, Data Engineering, Data Science pipelines, and Machine Learning. (176 words) - [Password Reset Email Sent](/content/reset-password/index.html) (40 words) - [Black Friday Marketing Strategies for E-Commerce Retailers](/content/utilities/blog-infinite-scroll/index.html) (29 words) - [Retail Push Notifications: Best Use Cases for E-Commerce Stores](/content/blog/retail-push-notifications-best-use-cases-for-e-commerce-stores.html): Retail Push Notifications: Best Use Cases for E-Commerce Stores - Discover the best use cases for an e-commerce retailer to deploy push notifications and increase conversions. (1,242 words) - [Account activated](/content/sign-up/index.html) (70 words) - [Password updated](/content/update-password/index.html) (55 words) - [Cookie Consent](/content/utilities/cookie-consent/index.html) (48 words) - [Log in](/content/user-account/index.html) (23 words) - [Log in](/content/log-in/index.html) (23 words) - [sitemap-xml.html](/content/sitemap-xml.html) (107 words) ## Resources - [Full Page Index](/index.html): Browse all cached pages with rich metadata - [About This Cache](/content/about.html): Methodology, technical details, and usage guidelines - [XML Sitemap](/sitemap.xml): Machine-readable sitemap for crawler discovery - [Robots.txt](/robots.txt): Crawler directives