Training Example: Mirakl – Review the Data, Give Your Score & Compare to the Real AI Evaluation

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The only neutral infrastructure connecting shoppers and merchants to agentic platforms, enabling autonomous discovery, transactions and post-sales management. Backed by Mirakl’s 13+ years of commerce expertise, AI innovation and curated ecosystem of 100k+ merchants.
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[H2] The Engine Behind eCommerce Growth
Leading the AI-powered revolution of eCommerce. Trusted by 450+ leading retailers & B2B companies, and 100,000+ brands worldwide.Let's Talk
[H3] Adopt the most scalable business model with Mirakl Marketplace and Dropship Platform
Expand your third-party assortment effortlessly with Mirakl’s unified marketplace and dropship solutions. Drive growth in your retail or B2B digital channel with more sellers, more products, more revenue, and smarter data. Explore Mirakl Platform
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[H3] Unlock the full potential of retail media with Mirakl Ads
Boost revenue and shopper loyalty with high impact personalized onsite advertising. Mirakl Ads leverages AI and real-time analytics to optimize advertising formats and performance - whether monetizing a core brand or long-tail marketplace inventory.Explore Mirakl Ads
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[H3] Drive sales across multiple channels with Mirakl Connect
Onboard your catalog, connect with the right marketplaces, and leverage AI tools to advertise, cut costs, save time, and drive growth—all from one powerful platform.Explore Mirakl Connect
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[H3] Streamline supplier catalog onboarding with Mirakl Catalog Platform
Simplify and automate supplier catalog integration with ease. Flexible methods adapt to any seller's expertise, while AI ensures accurate, high-quality product data—eliminating manual effort and saving time.Explore Mirakl Catalog Platform
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[H3] Reduce friction and accelerate time to launch with Mirakl Payout
Attract top sellers by simplifying onboarding, and paying sellers quickly, efficiently and securely. Accelerate solution integration with easier setup and management of payment workflows with one unified connection, enabling marketplaces to launch faster and help ensure regulatory compliance. Explore Mirakl Payout
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“Mirakl jumped out to us as the right partner. The technology is very robust, it scales, it’s easy to integrate. Every person we interacted with at Mirakl was very passionate about the marketplace model and making sure that we would be successful.”
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Thierry Hay-SabourinSVP eCommerce, Marketplace & Technology, Best Buy Canada
[H3] Accelerate digital growth with Mirakl’s Advanced Technology
Mirakl delivers unmatched scalability and reliability, proven by managing 600M+ SKUs, 250M+ API calls, and 1B+ inventory updates daily. From marketplaces to dropship, catalog management, and advertising, Mirakl’s composable tech stack offers modularity, simplicity and seamless performance to power your digital growth.Learn about Mirakl's technology
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[H3] Tap into Mirakl’s powerful partner ecosystem
Mirakl connects you to the largest curated network of top-tier sellers and partners, accelerating your eCommerce growth. Our ecosystem includes leading eCommerce vendors, tech providers, digital agencies, and consultancies—offering the expertise and tools you need to succeed.Learn about Mirakl's ecosystem
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"Mirakl Connect has introduced us to some really wonderful brands that we have been able to onboard quickly."
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Sara Rodasthird-party merchandising, Madewell
[H2] The world’s most trusted brands choose Mirakl
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[H3] 450+
companies powered by Mirakl worldwide
[H3] $11.2B+
transacted on Mirakl-powered marketplaces in 2024
[H3] 100%
uptime during Black Friday week
[H3] 100K
businesses selling on Mirakl-powered marketplaces
[H2] Latest research, news & blogs
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Blog
[H4] Marketplace operations: 5 hidden costs of manual management
May 19, 2026Eléonore BerneBrands & SellersBlog
[H4] Scaling dropship without scaling headcount: The role of automation tools in modern retail
May 13, 2026Luke HeffernanDropshipBlog
[H4] Preparing for agentic commerce in B2B: A practical readiness framework
May 13, 2026Dickel SooriahB2B eCommerce, Artificial Intelligence Blog
[H4] Nordic retailers can't afford to wait: How marketplace and dropship are reshaping eCommerce across the region
May 11, 2026Sal TrifilioRetailRead More

Product information is one of the most important features on an eCommerce site and has a direct impact on the customer experience. Mirakl Catalog Platform helps retailers and B2B businesses reduce the manual effort of integrating and maintaining new supplier catalogs online.
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[H2] Digitize and enrich your product catalog
Expand your digital assortment quickly and efficiently, without compromising data quality and the customer experience. Increase business efficiencySave time managing large volumes of products and data sets.Improve data qualityIncrease trust and buyer confidence with more complete product data.Optimize the buying experienceMake it easier for the customer to always find what they want.
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[H2] Aggregate multiple suppliers’ catalogs and harmonize product data
Ensure you have a single global SKU with the most detailed product sheets. Deduplication & aggregationEliminate duplicate products without losing critical attributes and product details. Consolidate all your data sheets from different providers into one single perfect data sheet.Supports the needs of any supplierFlexible catalog integration methods meet the needs of sellers at any level of sophistication. Integration methods include .csv/.xls spreadsheets, .xml, FTP, API or pre-built integrations.Frictionless catalog integrationManage high volumes and multiple streams of catalog data, optimized for seamless ingest by your commerce systems.Advanced moderation workflowReview product snapshots and choose to accept, flag for validation or reject with specific feedback to the seller. Operators have the option to validate all new products before they are live.
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[H2] Achieve precise accuracy and speed with the most innovative AI
Accelerate catalog integration and improve accuracy with Mirakl’s AI-powered data mapping.Continuously enhance product data quality Proprietary AI detects syntax similarities and defining characteristics from product descriptions. Seller categories and subcategories are automatically mapped to your format. Progressive learning AI capabilities fine-tune recommendations as the assortment grows.Automation to reduce time on catalog management and scaleLeverage business rules and automation to ingest massive amounts of product data accurately and efficiently. Real-time feedback ensures all required categories, values and attributes are captured. With Mirakl Catalog Platform, you will easily manage millions of product data sheets.
Grow faster with AI-powered data mappingProvide suppliers significantly enhanced self-service capabilities, while streamlining and automating data governance rules. When sellers can onboard their catalog quickly, they can sell faster.
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Attract top sellers and fuel GMV growth with fast, secure payments while maintaining your existing pay-in provider relationships.
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[H2] The only pay-out solution built by payments and marketplace experts
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[H4] Unified global compliance
Launch faster with one connection that handles both U.S. money transmitter and EU PSD2 regulations.
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[H4] Seamless platform integration
Deploy instantly through your existing Mirakl back-office with minimal setup and impact on current payment workflows.
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[H4] Built for marketplaces
Navigate seller and supplier payment complexity while maintaining existing pay-in PSP relationships.
[H2] Streamline seller operations and boost growth
Simplified seller onboarding & KYCReduce administrative burden and increase seller acquisition with streamlined payment workflows, automated KYC and regulated escrow.Faster seller paymentsPay sellers more frequently in their preferred currency and funding instrument, improving seller satisfaction and retention.Effortless data reconciliationSimplify reconciliation between first-party and third-party funds with organized payment data that maintains regional compliance.
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[H2] Ensure compliance and mitigate risk automatically
Regulatory compliance assuranceMitigate risk and exposure to penalties with built-in compliance for U.S. money transmitter and EU PSD2 regulations.Multi-currency foreign exchangeHandle currency exchange complexity automatically while maintaining compliance across different regulatory environments.Centralized administrative workflowsSave time and resources with centrally managed processes that handle end-to-end payments regardless of seller location.
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[H2] Launch faster with unified global capabilities
Accelerated solution integrationSimplify setup with one unified connection that leverages existing Mirakl infrastructure and billing cycles for faster deployment.Facilitate international expansionEnable cross-border seller onboarding and international growth with multi-currency support and global compliance.Preserved pay-in relationshipsMaintain existing pay-in provider partnerships while adding comprehensive pay-out capabilities through seamless integration.
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Mirakl Agentic Activation gives retailers, brands, and wholesalers the AI infrastructure to enrich and optimize product catalogs for LLM discovery and one integration to sell directly on LLMs. Purpose-built to help you win in the agentic commerce era.
[H2] Webinar: Sell Where Shoppers Are Searching
Join us on May 27th for an expert-led session where we break down what the data tells us, what it means for your business, and how leading eCommerce teams are already taking action.
Register
[H2] Why retailers, brands, and sellers win on LLMs with Mirakl
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[H4] Make your products visible
Enrich and optimize your catalog so LLMs can understand and recommend your products driving more AI-traffic to your webpages.
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[H4] Turn AI discovery into sales
Sync accurate pricing, inventory, and delivery data to connected LLMs so shoppers can buy the moment they're ready.
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[H4] One platform for GEO and LLM sales
Replace separate GEO tools, feed managers, and custom LLM builds with one platform for GEO enrichment and selling on LLMs.
[H2] Make every product in your catalog LLM-ready
Rewrite titles and descriptionsOptimize product content for the way LLMs interpret and surface products, so yours get recommended over competitors'.Contextual attribute generation Add the attributes LLMs need to compare and select products, going beyond standard fields to deliver the depth AI needs.Agent-readable media metadata Generate metadata that helps LLMs interpret product images, enriching product representation beyond text-only fields.
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[H2] Sell across AI platforms from one integration
Single connection to sell on multiple LLMsConnect to Copilot today, with more LLMs to follow. Mirakl manages platform integrations and evolving protocols centrally, so your team can focus on selling, not upkeep.Stronger product recommendationsPricing, inventory, promotions, and delivery estimates sync automatically to every connected LLM, helping products surface with the right offer and convert more effectively.Sales analyticsCross-LLM analytics to understand conversion, engagement, and product-level outcomes.
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[H2] Built for your business
Retailers and WholesalersYour 1P and 3P assortments enriched at scale and connected to LLMs through one integration. Supplier data gaps closed automatically. AI-driven orders routed into the workflows you already use.
Built on the same infrastructure that powers 100,000+ merchants across Mirakl-powered platforms.brands and sellersYour product data works harder across every channel. Optimized once for LLM discoverability, reused on your ecommerce pages to improve conversion at the same time.
[H3] Resources
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[H4] Is your commerce platform ready for the $1 trillion AI shopping revolution?
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[H4] Winning in the agentic era: The eCommerce transformation roadmap
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[H4] Grow faster by unifying distribution channels
[H2] FAQs
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Who is Agentic Activation for?Agentic Activation is designed for:Enterprise retailers and wholesalersBrands and sellersIt is especially relevant for businesses that want to improve product discoverability on LLMs and open a direct sales path on AI platforms
How is Agentic Activation packaged?Agentic Activation combines GEO-product enrichment and selling on LLMs  in one offer, giving customers a path from LLM discoverability to direct sales on AI platforms.Do I need to connect separately to each LLM platform?No. Agentic Channels is designed to reduce the need for separate integrations by managing platform connectivity and evolving protocol requirements centrally.Which LLMs are supported today?Agentic Activation launches with Copilot, with additional LLM platforms expected to follow over time.Can the enriched product data also be used on my ecommerce site?Yes. The enriched output from Agentic Activation is intended to be used back on ecommerce product pages, helping improve both LLM readability and human readability.Does Agentic Activation help drive AI traffic to websites?Yes. By improving product discoverability on LLMs and strengthening the content used on product pages, Agentic Activation helps businesses capture more AI-referral traffic.Can products also be sold directly on AI platforms?Yes. Mirakl enables businesses to push products and offer data to AI platforms and support direct sales there, depending on the platform and connector available.How much technical work is required to get started?Agentic Activation is designed to give customers a simpler path into AI-driven commerce, without having to build and maintain separate workflows for product enrichment and LLM selling.

The only neutral infrastructure connecting shoppers and merchants to agentic platforms, enabling autonomous discovery, transactions and post-sales management. Backed by Mirakl’s 13+ years of commerce expertise, AI innovation and 100k+ curated ecosystem of merchants.
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Announcement
[H3] Sell on AI Platforms via Mirakl & Stripe
AI is the new storefront. Mirakl + Stripe gets your products there, fast. Seamless integration. Multiple AI Platforms. Zero headaches.Join the waitlist
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[H2] Commerce Enters the Agentic Era
Commerce has undergone waves of transformation — from online and mobile innovation to platform-based models. Now begins Commerce 3.0: a new paradigm where AI agents are reshaping every interaction on behalf of users. Mirakl Nexus is the first neutral infrastructure for this new era, connecting merchants to agentic platforms and powering mission-critical workflows with AI with the speed, precision and trust today’s shoppers expect.
[H2] The Shift in Discovery and Transactions
[H3] 5.4B
visits to ChatGPT in June 2025.
[H3] 10-11
words in queries on agentic platforms, compared to 2-3 keywords in traditional search engine.
[H3] Your Trusted Partner for the Agentic Future
In the agentic era, being surfaced by an AI agent is just the beginning. Real success depends on delivering accurate data, flawless execution, and trusted experiences at every step.Mirakl Nexus is the trust layer between businesses and AI agents, ensuring every interaction — from product discovery to fulfillment and refunds — is fast, reliable and verifiable. It’s the invisible infrastructure that turns visibility into conversion, and automation into business-grade performance.
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[H3] Lead the Agentic Era
In a world where agents transact on behalf of users, discoverability is not a marketing challenge—it’s a business survival requirement.Mirakl Nexus gives you the infrastructure to win with: instant product onboarding; always-on pricing and inventory accuracy; and reliable delivery and autonomous after-sales operations.Your business becomes the preferred choice—for every agent, every time.
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[H2] The Mirakl Nexus Advantage:
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[H4] Universal Product Onboarding
Instantly onboard, transform, enrich and unify product data from any format or tech source — powered by Mirakl’s Catalog Transformer, our agentic product built on 10+ commerce-specialized GenAI models.
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[H4] Real-time Operational Accuracy
Synchronize inventory, pricing and delivery promises and after-sales for operational excellence and always-accurate offers with Mirakl, proven with 100% uptime since the start of 2024.
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[H4] Instant Discoverability to Autonomous After-Sale Management
Be present and discoverable in every agentic platform. Deliver seamless, trusted experiences from checkout through fulfillment and support—building loyalty and reducing friction with every transaction.
[H2] Unmatched Scale and Reliability with Mirakl
[H3] $11.2B
transacted on Mirakl-powered platforms in 2024
[H3] 100%
uptime since the start of 2024
[H3] 82
orders per second at peak
[H3] 100k+
curated network of merchants using Mirakl

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[H1] Revolutionize your eCommerce business today
More than 400 of the world’s most trusted brands across retail and B2B industries choose Mirakl’s suite of connected solutions for its unique combination of technology, expertise and ecosystem. Get in touch and our experts will guide your next steps to scale your marketplace and dropship business, provide highly personalized buying experiences and monetize traffic through retail media.Contact us