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always-on AI agents</span></div></a></li><li><a class="nav-item flex gap-3" href="/product/reporting-analytics"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="presentation-chart-01"><use href="/icons/sprites.svg#presentation-chart-01"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-md">Reporting & Analytics</span><span class="text-sm font-normal text-gray-600">Analyze performance & uncover insights</span></div></a></li></ul></div></div></div><div class="nav-dropdown__right-section relative py-8 xl:pl-8 xl:w-3/5 before:bg-gray-50 before:absolute before:z-0 before:top-0 before:w-screen before:h-full before:left-1/2 before:-translate-x-1/2 xl:before:left-0 xl:before:transform-none"><div class="nav-list relative z-10 grow flex flex-col gap-4"><div class="flex flex-col gap-1 text-sm text-gray-500"><span class="font-semibold uppercase">FEATURED CHANNELS</span></div><ul class="flex flex-col gap-y-4"><li><a class="nav-item flex gap-3 items-center" href="/product/email"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="mail-01"><use href="/icons/sprites.svg#mail-01"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-md">Email</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/product/mobile-app-messaging"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="phone-02"><use href="/icons/sprites.svg#phone-02"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-md">Mobile App Messaging</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/product/web-messaging"><div 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aria-label="star-02"><use href="/icons/sprites.svg#star-02"></use></svg></span><div class="flex flex-col justify-center gap-1"><span class="font-semibold text-gray-900 text-md">How It Works</span><p class="font-normal text-gray-600 text-sm">Get a breakdown of our vertically- integrated technology</p></div></div><a class="inline-flex items-center justify-center text-center rounded-full transition-colors sm:w-fit whitespace-nowrap relative z-10 gap-1 font-aribauGrotesk font-bold px-[14px] py-2 text-sm bg-white border border-transparent text-gray-900 shadow-xs hover:bg-[#F9FAFB] active:bg-white active:border-[#D0D5DD] active:border disabled:bg-white disabled:border-[#EAECF0] disabled:border disabled:text-[#98A2B3] w-full" href="/product">Learn More</a></div></div></div></div></div></li><li class="nav-dropdown"><button type="button" class="relative flex items-center w-full h-full xl:w-auto font-semibold text-md ja:text-xs hover:text-primary-600 text-black py-6 xl:py-[10px] gap-[6px] px-0" 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class="flex flex-wrap gap-x-3 items-center font-semibold text-lg">Increase Engagement</span></div></a></li></ul></div><div class="nav-list relative z-10 grow flex flex-col gap-4"><div class="flex flex-col gap-1 text-sm text-gray-500"><span class="font-semibold uppercase">Braze For</span></div><ul class="flex flex-col gap-y-4"><li><a class="nav-item flex gap-3 items-center" href="/braze-for-engineering"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="code-01"><use href="/icons/sprites.svg#code-01"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-lg">Engineering</span></div></a></li><li><a class="nav-item flex gap-3 items-center" href="/braze-for-startups"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="users-03"><use 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srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F58525b65b1ee2879c9a6e7e1ff07af42a11e807c-2888x1622.png&w=384&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F58525b65b1ee2879c9a6e7e1ff07af42a11e807c-2888x1622.png&w=750&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F58525b65b1ee2879c9a6e7e1ff07af42a11e807c-2888x1622.png&w=750&q=75"/></div><div class="flex w-full flex-col gap-3 pt-6"><span class="text-md font-semibold text-gray-900">2026 Global Customer Engagement Review</span><span class="text-md font-normal text-gray-600">For our sixth Global CER, we surveyed over 2,200 marketing leaders and analyzed upwards of 6 billion data points spanning more than 750 brands</span></div></div></a></div></div></div></div></li><li class="nav-dropdown"><button type="button" class="relative flex items-center w-full h-full xl:w-auto font-semibold text-md ja:text-xs 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font-semibold text-md">Braze Alloys</span><span class="text-sm font-normal text-gray-600">Explore and connect with our trusted Technology or Solutions partners</span></div></a></li><li><a class="nav-item flex gap-3" href="/partners/solutions-partners"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="users-01"><use href="/icons/sprites.svg#users-01"></use></svg></div><div class="flex flex-col gap-1"><span class="flex flex-wrap gap-x-3 items-center font-semibold text-md">Delivery Partners</span><span class="text-sm font-normal text-gray-600">Discover our partnerships with the world's leading agencies, consultancies, and system integrators</span></div></a></li><li><a class="nav-item flex gap-3" href="/partners/technology-partners"><div class="flex-none flex items-center justify-center text-primary-600 w-5 h-5"><svg width="20" height="20" role="img" aria-label="code-02"><use 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type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Resources","item":"https://www.braze.com/resources"},{"@type":"ListItem","position":2,"name":"Blog","item":"https://www.braze.com/resources/articles"},{"@type":"ListItem","position":3,"name":"The Braze Predictive...","item":"https://www.braze.com/resources/articles/the-braze-predictive-suite"}]}</script><div class="mt-8 flex flex-col gap-6 sm:mt-12 md:flex-row md:pb-16"><div class="flex shrink-0 grow basis-0 flex-col gap-8"><h1 class="text-display-md font-bold text-white">The Braze Predictive Suite: How Leading Brands Use It to Drive Effective Customer Engagement</h1><p class="flex gap-3 text-xs font-extrabold text-white"><span>Published on September 01, 2021</span><span>/</span><span>Last edited on September 01, 2021</span><span>/</span><span>6<!-- --> min read</span></p></div><div class="shrink-0 grow basis-0"><img alt="The Braze Predictive Suite: How Leading Brands Use It to Drive Effective Customer Engagement" loading="lazy" width="600" height="400" decoding="async" data-nimg="1" class="h-auto max-h-[352px] w-full rounded-xl object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F2097d3e9d709cd7707daf0dc2af247f7424ae32a-1500x1500.png&w=640&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F2097d3e9d709cd7707daf0dc2af247f7424ae32a-1500x1500.png&w=1200&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2F2097d3e9d709cd7707daf0dc2af247f7424ae32a-1500x1500.png&w=1200&q=75"/></div></div></div></div><div class="container py-[50px] md:py-24"><div class="flex flex-col gap-8 md:flex-row"><div class="w-full shrink-0 grow-0 basis-full md:w-[72px] md:basis-[72px]"><div class="flex gap-4 text-gray-500 md:sticky md:top-20 md:flex-col"><div class="w-fit cursor-pointer 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size-10 shrink-0 grow-0 basis-10 overflow-hidden rounded-full bg-gray-100"><img alt="" loading="lazy" width="160" height="160" decoding="async" data-nimg="1" class="size-full object-cover" style="color:transparent" srcSet="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fd7a6b582558de74489cca3510764978764a6e39a-512x512.jpg&w=256&q=75 1x, /_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fd7a6b582558de74489cca3510764978764a6e39a-512x512.jpg&w=384&q=75 2x" src="/_next/image?url=https%3A%2F%2Fcdn.sanity.io%2Fimages%2Fb7pblshe%2Fmarketing-prod%2Fd7a6b582558de74489cca3510764978764a6e39a-512x512.jpg&w=384&q=75"/></span><div class="flex flex-col items-start justify-center gap-4 sm:flex-row md:items-center"><h6 class="text-md font-semibold text-gray-900 sm:text-lg">Haley Trost</h6><div class="hidden min-h-[30px] border-r-2 border-gray-300 bg-gray-300 sm:block "></div><span class="text-md text-gray-900">Director, Product Marketing, Braze</span></div></div></div><div class="flex flex-col gap-6"><p>The rise of <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /the-future-of-predictive-marketing" href="/resources/articles/the-future-of-predictive-marketing">predictive marketing</a> over the last few years has sometimes raised more questions for marketers than it has answered: Do I have the right skills to look at data in a meaningful way? Do I have the right <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources reports-and-guides: /connected-engagement-marketing-stacks-and-ecosystems" href="/resources/reports-and-guides/connected-engagement-marketing-stacks-and-ecosystems">tech stack</a> to run predictive models? What do I actually <em>do</em> with user predictions once I have them?</p><p>This last question is particularly important for marketers to consider as they start to add predictive insights into their messaging strategies. Predictive insights help marketers understand <em>who</em> to target, but they can’t move the needle without the <em>how</em>. Looking for inspiration? Let’s take a look at real strategies and campaigns from brands who are successfully uniting the <em>who</em> and the <em>how</em> of predictive marketing, and doing it all in Braze.</p><h2 id="h-d3793f83ff7e" class="my-4 text-gray-900 lg:text-display-lg"><strong>The Braze Predictive Suite</strong></h2><p>The <a href="/product/optimization" rel="noreferrer noopener" class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="External link">Braze Predictive Suite</a>, which includes both <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /braze-predictive-churn" href="/resources/articles/braze-predictive-churn">Braze Predictive Churn</a> and the new <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to resources articles: /braze-spring-2021-product-launch" href="/resources/articles/braze-spring-2021-product-launch">Braze Predictive Purchases</a>, is designed to make it as easy as possible for marketers to take action on predictive insights. By taking on the heavy lifting of complex data analysis, these machine learning models free up marketing teams to focus on what they do best: Creating effective messaging strategies that keep customers coming back for more.</p><p>It’s easy because the Predictive Suite was built with marketers in mind. Marketers don’t need to learn any new skills to set up their predictions; they just need to know which custom events in Braze relate to purchase behavior and churn behavior. Since the model is already built into Braze, the marketing team can act with total independence from other teams and technologies—no extra integrations or data pulls needed. And finally, with both the data analysis and orchestration tools all in Braze, marketers can get straight to work acting on their predictions. This proactive approach is essential for user retention and engagement.</p><p>Now, let’s explore how real marketers are taking action on predictive insights in Braze:</p><h2 id="h-2092780bf86a" class="my-4 text-gray-900 lg:text-display-lg"><strong>How to Use Churn Predictions</strong></h2><p>Braze Predictive Churn identifies users who are at risk of churning so that marketers know exactly who to target in order to increase their retention rates. Every user in the prediction is assigned a Churn Risk Score, which marketers can use throughout Campaigns and Canvases in Braze for smarter segmentation. Marketers increase user retention by leveraging Churn Risk scores to:</p><ul><li class="mb-2 ml-10 list-disc">Send promotional offers and discounts to users who are at high risk of churning to entice them to make a purchase.</li><li class="mb-2 ml-10 list-disc">Remind medium risk users of the value of their product or service by sending personalized month-in-review emails.</li><li class="mb-2 ml-10 list-disc">Save money on paid ad spend by excluding users who are <em>not</em> at risk of churning from retargeting campaigns.</li></ul><h2 id="h-80e51928cdc2" class="my-4 text-gray-900 lg:text-display-lg"><strong>Predictive Churn in Action: Delivery Hero</strong></h2><p>Understanding customer preferences has always been a top priority for Delivery Hero, a leading local delivery platform. Delivery Hero’s CRM team orchestrates their retention campaigns using Braze, but related data analysis was traditionally conducted by a separate Analytics team in a separate system. The CRM team wanted more agility to create and test their strategies, so they turned to Braze Predictive Churn. Uniting the data analysis and campaign orchestration all in one place knocked down the silos that were slowing the team down.</p><p>With Predictive Churn, the CRM team was able to create a Predictive Churn model and, over a six-week testing period, use it to better understand customer behavior and take action to improve outcomes. Most importantly, Delivery Hero’s CRM team was able to accomplish their original goal of managing the data analysis and campaign orchestration all in one place, speeding up their testing and time to value.</p><h2 id="h-6991897c0847" class="my-4 text-gray-900 lg:text-display-lg"><strong>How to Use Purchase Predictions</strong></h2><p>Braze Predictive Purchases looks at past user behaviors and patterns to predict which users are likely to make a future purchase. Each user is assigned a Purchase Likelihood Score, which marketing teams can use to accurately target users with messaging to spark quick conversions and increase campaign ROI.</p><p>Marketers can boost their revenue by using Purchase Likelihood scores to:</p><ul><li class="mb-2 ml-10 list-disc">Differentiate promotions, so that likely purchasers get lower discounts and unlikely purchasers get bigger deals.</li><li class="mb-2 ml-10 list-disc">Increase average order size by recommending premium products to users who are more likely to make a purchase.</li><li class="mb-2 ml-10 list-disc">Make campaigns more efficient by leaving out users who are not going to make a purchase.</li></ul><h2 id="h-a0620a7ce383" class="my-4 text-gray-900 lg:text-display-lg"><strong>Predictive Purchases in Action: 8fit</strong></h2><p>Health and fitness brand 8fit seeks to help users on their fitness journeys by providing custom home workouts, personalized meal plans, and self-care guidance via free and paid subscriptions on their app The 8fit team wanted to predict which free users might upgrade to a paid subscription, and to do it all within Braze, without requiring any additional tech resources.</p><p>8fit joined the Early Access program for Braze Predictive Purchases to see if they could accomplish their goals with this new feature. The first step was creating a Purchase Prediction in Braze, which assigned all of 8fit’s users with a Purchase Likelihood Score. Then 8fit used Braze Canvas to send their users promotional push notifications, in-app messages, and emails to test how accurately the model predicted which users would make a purchase. To test their hypothesis, they sent the same promotional messaging to a control group of randomly selected users.</p><p>Once the messages were sent, it quickly became clear that Predictive Purchases accurately predicted which users were likely to make a purchase: Users with high Purchase Likelihood Scores were significantly more likely to convert than those with low Purchase Likelihood Scores.</p><p>Armed with this data, 8fit decided that they could increase the efficiency and ROI of their promotional campaigns by excluding users who were unlikely to make a future purchase. This approach ensures that only users who are interested in 8fit’s services are getting messages, and 8fit isn’t wasting discounts on users who are unlikely to become loyal customers. The extra layer of personalization added by Predictive Purchases is a win-win for both 8fit and its users.</p><h2 id="h-d8290c646690" class="my-4 text-gray-900 lg:text-display-lg"><strong>Final Thoughts</strong></h2><p>Staying one step ahead of customers and proactively anticipating their needs is a powerful way to inspire customer loyalty, so brands that leverage predictive insights in their marketing strategies have a growing competitive advantage. Use the suggestions in this article to get started, and of course, always test out different strategies to see what works best.</p><p>Ready to get started with the Braze Predictive Suite? <a class="font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black" aria-label="Link to : /get-started" href="/get-started">Connect with us</a>.</p></div></div><div class="flex w-full shrink-0 grow-0 basis-full flex-col gap-8 md:w-[280px] md:basis-[280px]"><div class="flex flex-col gap-5"><h6 class="text-sm uppercase text-gray-600">Related Tags</h6><div class="flex flex-wrap gap-3 text-sm"><a class="block rounded-2xl border border-gray-300 px-3 font-bold py-1 text-gray-700 hover:text-primary-700" aria-label="Search Predictive Suite tag" href="/search?resource=Article&productFeature=Predictive Suite">Predictive Suite</a><a class="block rounded-2xl border border-gray-300 px-3 font-bold py-1 text-gray-700 hover:text-primary-700" aria-label="Search AI and Machine 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Looking for inspiration? Let’s take a look at real strategies and campaigns from brands who are successfully uniting the who and the how of predictive marketing, and doing it all in Braze.","datePublished":"2021-09-01T15:02:00-04:00","dateModified":"2024-08-01T01:47:54Z","image":"https://cdn.sanity.io/images/b7pblshe/marketing-prod/1092d6fdd4fb16ddaaa5b14fc979cb1e57c8fe3b-1200x628.png","publisher":{"@context":"https://schema.org","@type":"Organization","name":"Braze","url":"https://www.braze.com","logo":{"@type":"ImageObject","url":"https://www.braze.com/images/logo-lg.svg"}},"author":[{"@type":"Person","name":"Haley Trost"}],"url":"https://www.braze.com/resources/articles/the-braze-predictive-suite"}</script></main><footer class="bg-gradient-to-b from-transparent to-rgba"><div class="container flex flex-col items-start gap-10 px-8 py-24 md:px-24"><div class="flex flex-col items-start gap-6"><div class="text-[24px] font-extrabold leading-[110%] tracking-[-0.96px] text-gray-900 sm:text-[48px]"><p>Braze.<br/>Be 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Let’s take a look at real strategies and campaigns from brands who are successfully uniting the who and the how of predictive marketing, and doing it all in Braze.\",\"type\":\"mailbox\"}],[\"$\",\"$L35\",null,{\"className\":\"w-fit cursor-pointer text-gray-500 hover:text-primary-500\",\"title\":\"The Braze Predictive Suite: How Leading Brands Use It to Drive Effective Customer Engagement\",\"type\":\"link\"}]]}]}],[\"$\",\"div\",null,{\"className\":\"flex shrink-0 grow basis-0 flex-col gap-12\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-6 rounded-xl border border-gray-100 bg-gray-50 p-8\",\"children\":[[\"$\",\"span\",null,{\"className\":\"text-sm font-semibold text-gray-600\",\"children\":\"AUTHOR\"}],[[\"$\",\"div\",\"imported-craft-author-5023\",{\"className\":\"flex items-center gap-4\",\"children\":[[\"$\",\"span\",null,{\"className\":\"block size-10 shrink-0 grow-0 basis-10 overflow-hidden rounded-full bg-gray-100\",\"children\":[false,[\"$\",\"$L27\",null,{\"src\":\"https://cdn.sanity.io/images/b7pblshe/marketing-prod/d7a6b582558de74489cca3510764978764a6e39a-512x512.jpg\",\"alt\":\"\",\"width\":160,\"height\":160,\"className\":\"size-full object-cover\"}]]}],[\"$\",\"div\",null,{\"className\":\"flex flex-col items-start justify-center gap-4 sm:flex-row md:items-center\",\"children\":[[\"$\",\"h6\",null,{\"className\":\"text-md font-semibold text-gray-900 sm:text-lg\",\"children\":\"Haley Trost\"}],[[\"$\",\"div\",null,{\"className\":\"hidden min-h-[30px] border-r-2 border-gray-300 bg-gray-300 sm:block \"}],[\"$\",\"span\",null,{\"className\":\"text-md text-gray-900\",\"children\":\"Director, Product Marketing, Braze\"}]]]}]]}]]]}],null,null,[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-6\",\"children\":[[\"$\",\"p\",null,{\"children\":[\"The rise of \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/the-future-of-predictive-marketing\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /the-future-of-predictive-marketing\",\"children\":[\"predictive marketing\"]}],\" over the last few years has sometimes raised more questions for marketers than it has answered: Do I have the right skills to look at data in a meaningful way? Do I have the right \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/reports-and-guides/connected-engagement-marketing-stacks-and-ecosystems\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources reports-and-guides: /connected-engagement-marketing-stacks-and-ecosystems\",\"children\":[\"tech stack\"]}],\" to run predictive models? What do I actually \",[\"$\",\"em\",null,{\"children\":[\"do\"]}],\" with user predictions once I have them?\"]}],[\"$\",\"p\",null,{\"children\":[\"This last question is particularly important for marketers to consider as they start to add predictive insights into their messaging strategies. Predictive insights help marketers understand \",[\"$\",\"em\",null,{\"children\":[\"who\"]}],\" to target, but they can’t move the needle without the \",[\"$\",\"em\",null,{\"children\":[\"how\"]}],\". Looking for inspiration? Let’s take a look at real strategies and campaigns from brands who are successfully uniting the \",[\"$\",\"em\",null,{\"children\":[\"who\"]}],\" and the \",[\"$\",\"em\",null,{\"children\":[\"how\"]}],\" of predictive marketing, and doing it all in Braze.\"]}],[\"$\",\"h2\",null,{\"id\":\"h-d3793f83ff7e\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"The Braze Predictive Suite\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"The \",[\"$\",\"a\",null,{\"href\":\"/product/optimization\",\"rel\":\"noreferrer noopener\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"External link\",\"children\":[\"Braze Predictive Suite\"]}],\", which includes both \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/braze-predictive-churn\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /braze-predictive-churn\",\"children\":[\"Braze Predictive Churn\"]}],\" and the new \",[\"$\",\"$L2b\",null,{\"href\":\"/resources/articles/braze-spring-2021-product-launch\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to resources articles: /braze-spring-2021-product-launch\",\"children\":[\"Braze Predictive Purchases\"]}],\", is designed to make it as easy as possible for marketers to take action on predictive insights. By taking on the heavy lifting of complex data analysis, these machine learning models free up marketing teams to focus on what they do best: Creating effective messaging strategies that keep customers coming back for more.\"]}],[\"$\",\"p\",null,{\"children\":[\"It’s easy because the Predictive Suite was built with marketers in mind. Marketers don’t need to learn any new skills to set up their predictions; they just need to know which custom events in Braze relate to purchase behavior and churn behavior. Since the model is already built into Braze, the marketing team can act with total independence from other teams and technologies—no extra integrations or data pulls needed. And finally, with both the data analysis and orchestration tools all in Braze, marketers can get straight to work acting on their predictions. This proactive approach is essential for user retention and engagement.\"]}],[\"$\",\"p\",null,{\"children\":[\"Now, let’s explore how real marketers are taking action on predictive insights in Braze:\"]}],[\"$\",\"h2\",null,{\"id\":\"h-2092780bf86a\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"How to Use Churn Predictions\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Braze Predictive Churn identifies users who are at risk of churning so that marketers know exactly who to target in order to increase their retention rates. Every user in the prediction is assigned a Churn Risk Score, which marketers can use throughout Campaigns and Canvases in Braze for smarter segmentation. Marketers increase user retention by leveraging Churn Risk scores to:\"]}],[\"$\",\"ul\",null,{\"children\":[[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Send promotional offers and discounts to users who are at high risk of churning to entice them to make a purchase.\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Remind medium risk users of the value of their product or service by sending personalized month-in-review emails.\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Save money on paid ad spend by excluding users who are \",[\"$\",\"em\",null,{\"children\":[\"not\"]}],\" at risk of churning from retargeting campaigns.\"]}]]}],[\"$\",\"h2\",null,{\"id\":\"h-80e51928cdc2\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Predictive Churn in Action: Delivery Hero\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Understanding customer preferences has always been a top priority for Delivery Hero, a leading local delivery platform. Delivery Hero’s CRM team orchestrates their retention campaigns using Braze, but related data analysis was traditionally conducted by a separate Analytics team in a separate system. The CRM team wanted more agility to create and test their strategies, so they turned to Braze Predictive Churn. Uniting the data analysis and campaign orchestration all in one place knocked down the silos that were slowing the team down.\"]}],[\"$\",\"p\",null,{\"children\":[\"With Predictive Churn, the CRM team was able to create a Predictive Churn model and, over a six-week testing period, use it to better understand customer behavior and take action to improve outcomes. Most importantly, Delivery Hero’s CRM team was able to accomplish their original goal of managing the data analysis and campaign orchestration all in one place, speeding up their testing and time to value.\"]}],[\"$\",\"h2\",null,{\"id\":\"h-6991897c0847\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"How to Use Purchase Predictions\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Braze Predictive Purchases looks at past user behaviors and patterns to predict which users are likely to make a future purchase. Each user is assigned a Purchase Likelihood Score, which marketing teams can use to accurately target users with messaging to spark quick conversions and increase campaign ROI.\"]}],[\"$\",\"p\",null,{\"children\":[\"Marketers can boost their revenue by using Purchase Likelihood scores to:\"]}],[\"$\",\"ul\",null,{\"children\":[[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Differentiate promotions, so that likely purchasers get lower discounts and unlikely purchasers get bigger deals.\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Increase average order size by recommending premium products to users who are more likely to make a purchase.\"]}],[\"$\",\"li\",null,{\"className\":\"mb-2 ml-10 list-disc\",\"children\":[\"Make campaigns more efficient by leaving out users who are not going to make a purchase.\"]}]]}],[\"$\",\"h2\",null,{\"id\":\"h-a0620a7ce383\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Predictive Purchases in Action: 8fit\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Health and fitness brand 8fit seeks to help users on their fitness journeys by providing custom home workouts, personalized meal plans, and self-care guidance via free and paid subscriptions on their app The 8fit team wanted to predict which free users might upgrade to a paid subscription, and to do it all within Braze, without requiring any additional tech resources.\"]}],[\"$\",\"p\",null,{\"children\":[\"8fit joined the Early Access program for Braze Predictive Purchases to see if they could accomplish their goals with this new feature. The first step was creating a Purchase Prediction in Braze, which assigned all of 8fit’s users with a Purchase Likelihood Score. Then 8fit used Braze Canvas to send their users promotional push notifications, in-app messages, and emails to test how accurately the model predicted which users would make a purchase. To test their hypothesis, they sent the same promotional messaging to a control group of randomly selected users.\"]}],[\"$\",\"p\",null,{\"children\":[\"Once the messages were sent, it quickly became clear that Predictive Purchases accurately predicted which users were likely to make a purchase: Users with high Purchase Likelihood Scores were significantly more likely to convert than those with low Purchase Likelihood Scores.\"]}],[\"$\",\"p\",null,{\"children\":[\"Armed with this data, 8fit decided that they could increase the efficiency and ROI of their promotional campaigns by excluding users who were unlikely to make a future purchase. This approach ensures that only users who are interested in 8fit’s services are getting messages, and 8fit isn’t wasting discounts on users who are unlikely to become loyal customers. The extra layer of personalization added by Predictive Purchases is a win-win for both 8fit and its users.\"]}],[\"$\",\"h2\",null,{\"id\":\"h-d8290c646690\",\"className\":\"my-4 text-gray-900 lg:text-display-lg\",\"children\":[[\"$\",\"strong\",null,{\"children\":[\"Final Thoughts\"]}]]}],[\"$\",\"p\",null,{\"children\":[\"Staying one step ahead of customers and proactively anticipating their needs is a powerful way to inspire customer loyalty, so brands that leverage predictive insights in their marketing strategies have a growing competitive advantage. Use the suggestions in this article to get started, and of course, always test out different strategies to see what works best.\"]}],[\"$\",\"p\",null,{\"children\":[\"Ready to get started with the Braze Predictive Suite? \",[\"$\",\"$L2b\",null,{\"href\":\"/get-started\",\"rel\":\"$undefined\",\"target\":\"$undefined\",\"className\":\"font-bold underline decoration-primary-700 decoration-2 underline-offset-1 hover:decoration-black\",\"aria-label\":\"Link to : /get-started\",\"children\":[\"Connect with us\"]}],\".\"]}]]}],null]}],[\"$\",\"div\",null,{\"className\":\"flex w-full shrink-0 grow-0 basis-full flex-col gap-8 md:w-[280px] md:basis-[280px]\",\"children\":[[\"$\",\"div\",null,{\"className\":\"flex flex-col gap-5\",\"children\":[[\"$\",\"h6\",null,{\"className\":\"text-sm uppercase text-gray-600\",\"children\":\"Related Tags\"}],[\"$\",\"div\",null,{\"className\":\"flex flex-wrap gap-3 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