  {"id":10107,"date":"2019-12-04T07:49:27","date_gmt":"2019-12-04T12:49:27","guid":{"rendered":"https:\/\/digital.hbs.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/"},"modified":"2019-12-04T07:49:27","modified_gmt":"2019-12-04T12:49:27","slug":"bossa-nova-robotics-ai-and-groceries","status":"publish","type":"hck-submission","link":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/","title":{"rendered":"Bossa Nova: Robotics, AI and Groceries"},"content":{"rendered":"<p><strong>What is Bossa Nova?\u00a0<\/strong><\/p>\n<p><a href=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Screen-Shot-2019-12-04-at-7.34.00-AM.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-medium wp-image-10109\" src=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Screen-Shot-2019-12-04-at-7.34.00-AM-292x300.png\" alt=\"\" width=\"292\" height=\"300\" srcset=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Screen-Shot-2019-12-04-at-7.34.00-AM-292x300.png 292w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Screen-Shot-2019-12-04-at-7.34.00-AM-768x788.png 768w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Screen-Shot-2019-12-04-at-7.34.00-AM-998x1024.png 998w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Screen-Shot-2019-12-04-at-7.34.00-AM-585x600.png 585w, https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Screen-Shot-2019-12-04-at-7.34.00-AM.png 1168w\" sizes=\"auto, (max-width: 292px) 100vw, 292px\" \/><\/a>Bossa Nova is a Silicon Valley Series B startup, valued at $179M, with a mission to deliver advanced robotic technology and artificial intelligence (AI) solutions to retailers [1]. \u00a0Currently, Bossa Nova is focused on solving the inventory management challenges faced by large brick-and-mortar grocery stores.\u00a0Its signature product is an autonomous robot that can deftly navigate the aisles of a grocery store (using LIDAR maps) while also collecting 2D and 3D images of all the shelves, freezers and produce displays [2].\u00a0 The images are sent to the cloud where they are processed rapidly by Bossa Nova\u2019s AI software and translated into actionable data points \u2013 including the identification of out-of-stock, misplaced or mispriced products. This data is sent back to store associates, helping them efficiently manage the inventory available and improve the customer experience [3, 4].<\/p>\n<p>While the robotic element of this solution is itself noteworthy, the AI used by Bossa Nova for item identification is considered leading edge, which earned the company a place on Forbes\u2019 2019 \u201cAI 50: America\u2019s Most Promising Artificial Intelligence Companies\u201d list [1].\u00a0 It is not a simple task to classify the various SKUs on grocery shelves using digital images, since product packaging changes frequently and items are often rotated or knocked over by customers [5].\u00a0Bossa Nova is still iterating on this challenge, but a 2018 acquisition of an AI lab called HawXeye provided a critical boost.\u00a0 The HawXeye team had spun out of Carnegie Mellon University and specialized in deep machine learning, facial and object recognition.\u00a0 According to Bossa Nova\u2019s Chief Technology Officer (CTO) Sarjoun Skaff: \u201cit turns out that\u2026 the way you recognize faces is fundamentally the same way you recognize product\u201d [6].\u00a0With this new methodology, Bossa Nova\u2019s AI software can now identify its customers\u2019 SKUs with an impressive degree of accuracy.<\/p>\n<p>Bossa Nova reports to have six major grocery customers across the US and UK already signed up, with the two known customers being Walmart and Albertsons.\u00a0 At Walmart, 350 robots are being used across stores so far [3].\u00a0 Interestingly, from a value capture perspective, Bossa Nova does not charge retailers for the robots or their maintenance.\u00a0 Instead, it collects service fees for the data and analysis that it provides [6].<\/p>\n<p style=\"text-align: center\"><iframe loading=\"lazy\" title=\"How CMU will be working with Bossa Nova to bring artificial intelligence to retail\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/XOuqzvRe1pc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\n<p><strong>How Does Bossa Nova Create Value?<\/strong><\/p>\n<p>Inventory management in brick-and-mortar stores is a \u201cconstant problem\u201d for virtually all large retailers [7]. \u00a0For instance, store personnel must spend the majority of their time stocking and rearranging items on shelves, rather than assisting customers [7].\u00a0This is usually not an efficient system \u2013 employees can mistakenly overlook problems on crowded shelves, and do not know where to focus their energy for maximum value.\u00a0 Inevitably, as product is displaced throughout the store, retailers also face the issue of \u201cphantom inventory.\u201d This occurs when a product is technically in-stock based on the point-of-sale database, but it is not actually available on the shelf.\u00a0Phantom inventory is a difficult problem to spot and results in heavy missed sales for grocers.<\/p>\n<p>Compounding these inventory concerns is the pressure on retailers to embrace omni-channel initiatives.\u00a0 Walmart, for example, has introduced the options of store pickup or local delivery for online orders [3].\u00a0 These experiences hinge on an accurate understanding of the inventory on each store\u2019s shelves.<\/p>\n<p>These are some of the reasons why Bossa Nova\u2019s technology has generated so much excitement \u2013 it has the potential to automate a difficult task, improve the accuracy of inventory tracking, and empower store employees to prioritize problem areas.<\/p>\n<p><strong>Opportunities for Bossa Nova<\/strong><\/p>\n<p>Bossa Nova has a vision to apply their technology in retail contexts outside of grocery supercenters.\u00a0 They anticipate that home improvement stores and office supply stores could become customers in the near future.\u00a0 They have even been working on developing a smaller robot that could navigate tighter spaces to support these plans [3].\u00a0 There is also speculation that Bossa Nova could abandon its expensive robot fleet entirely, opting to install permanent cameras throughout the stores instead so that data collection can occur in real time [8].<\/p>\n<p><strong>\u00a0<\/strong><strong>Challenges\u00a0<\/strong><strong>for Bossa Nova<\/strong><\/p>\n<p>First, while Bossa Nova\u2019s customers believe that this technology, in its current state, is worth implementing in stores \u2013 there is still plenty of space for improvement with this young product.\u00a0 \u00a0Bossa Nova continues to refine its AI algorithms to handle a host of edge cases that can arise in a retail setting. \u00a0\u00a0Second, as with most AI solutions, Bossa Nova has encountered criticism that it will replace valuable human jobs.\u00a0 For this, Bossa Nova points to its pilot of the technology with Walmart, which showcases how the robots operate as a complement to the existing store employees \u2013 helping them accomplish more in a given shift.\u00a0 Tom McGowan, a manager of a Walmart store using Bossa Nova, explained: \u201cemployees have embraced the robot\u2026 because it performs a tedious task that no one likes \u2013 cataloging out-of-stock items\u201d [3].\u00a0 Finally, there have been some reported concerns about privacy.\u00a0 Given that the HawXeye team originally specialized in unconstrained AI face detection and matching [9], analysts wonder if the Bossa Nova robots will eventually be used to monitor customers and their shopping habits.\u00a0 CTO Skaff has not commented on whether this could be a future application, but clarified that today, Bossa Nova is \u201cnot a surveillance robot.\u00a0 It can only see people as a sort of digitized outline\u2026 the images are stored in its map as an obstacle\u2026 our high resolution cameras are pointed only at the items on the shelves\u201d [3].<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Work Cited<\/strong><\/p>\n<p><strong>[1]\u00a0 <\/strong><a href=\"https:\/\/www.forbes.com\/sites\/jilliandonfro\/2019\/09\/17\/ai-50-americas-most-promising-artificial-intelligence-companies\/\">https:\/\/www.forbes.com\/sites\/jilliandonfro\/2019\/09\/17\/ai-50-americas-most-promising-artificial-intelligence-companies\/<\/a><\/p>\n<p><strong>[2]<\/strong> <a href=\"https:\/\/www.wired.com\/story\/please-do-not-assault-the-towering-robot-that-roams-walmart\/\">https:\/\/www.wired.com\/story\/please-do-not-assault-the-towering-robot-that-roams-walmart\/<\/a><\/p>\n<p><strong>[3]\u00a0 <\/strong><a href=\"https:\/\/www.forbes.com\/sites\/martineparis\/2019\/10\/30\/meet-the-robots-working-the-candy-aisle-this-halloween\/#72b3a6723477\">https:\/\/www.forbes.com\/sites\/martineparis\/2019\/10\/30\/meet-the-robots-working-the-candy-aisle-this-halloween\/#72b3a6723477<\/a><\/p>\n<p><strong>[4]\u00a0 <\/strong><a href=\"https:\/\/www.bossanova.com\/customer-experience\">https:\/\/www.bossanova.com\/customer-experience<\/a><\/p>\n<p><strong>[5] <\/strong><a href=\"https:\/\/www.forbes.com\/sites\/stevebanker\/2019\/04\/19\/walmart-expands-use-of-bossa-novas-robots-from-50-to-350-stores\/#483998bb1f9b\">https:\/\/www.forbes.com\/sites\/stevebanker\/2019\/04\/19\/walmart-expands-use-of-bossa-novas-robots-from-50-to-350-stores\/#483998bb1f9b<\/a><\/p>\n<p><strong>[6]<\/strong> <a href=\"https:\/\/www.businessinsider.com\/bossa-nova-robot-walmart-uses-2019-4\">https:\/\/www.businessinsider.com\/bossa-nova-robot-walmart-uses-2019-4<\/a><\/p>\n<p><strong>[7]<\/strong> <a href=\"https:\/\/www.globenewswire.com\/news-release\/2019\/02\/28\/1744537\/0\/en\/Automation-is-the-Key-to-Retail-s-Future-Survey-Says.html\">https:\/\/www.globenewswire.com\/news-release\/2019\/02\/28\/1744537\/0\/en\/Automation-is-the-Key-to-Retail-s-Future-Survey-Says.html<\/a><\/p>\n<p><strong>[8]<\/strong> <a href=\"https:\/\/thespoon.tech\/bossa-nova-unveils-new-shelf-scanning-robot-with-fresh-food-inventory-monitoring\/\">https:\/\/thespoon.tech\/bossa-nova-unveils-new-shelf-scanning-robot-with-fresh-food-inventory-monitoring\/<\/a><\/p>\n<p><strong>[9]<\/strong> https:\/\/www.hawxeye.net\/technology-1<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bossa Nova is deploying robots and AI technology in grocery superstores to reduce the chronic challenge of inventory management.<\/p>\n","protected":false},"author":11350,"featured_media":10117,"comment_status":"open","ping_status":"closed","template":"","categories":[],"class_list":["post-10107","hck-submission","type-hck-submission","status-publish","has-post-thumbnail","hentry"],"connected_submission_link":"https:\/\/d3.harvard.edu\/platform-digit\/assignment\/value-creation-with-ai\/","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Bossa Nova: Robotics, AI and Groceries - Digital Innovation and Transformation<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Bossa Nova: Robotics, AI and Groceries - Digital Innovation and Transformation\" \/>\n<meta property=\"og:description\" content=\"Bossa Nova is deploying robots and AI technology in grocery superstores to reduce the chronic challenge of inventory management.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/\" \/>\n<meta property=\"og:site_name\" content=\"Digital Innovation and Transformation\" \/>\n<meta property=\"og:image\" content=\"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Logo.png\" \/>\n\t<meta property=\"og:image:width\" content=\"747\" \/>\n\t<meta property=\"og:image:height\" content=\"560\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/bossa-nova-robotics-ai-and-groceries\\\/\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/bossa-nova-robotics-ai-and-groceries\\\/\",\"name\":\"Bossa Nova: Robotics, AI and Groceries - Digital Innovation and Transformation\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/bossa-nova-robotics-ai-and-groceries\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/bossa-nova-robotics-ai-and-groceries\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/12\\\/Logo.png\",\"datePublished\":\"2019-12-04T12:49:27+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/bossa-nova-robotics-ai-and-groceries\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/bossa-nova-robotics-ai-and-groceries\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/bossa-nova-robotics-ai-and-groceries\\\/#primaryimage\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/12\\\/Logo.png\",\"contentUrl\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/wp-content\\\/uploads\\\/sites\\\/2\\\/2019\\\/12\\\/Logo.png\",\"width\":747,\"height\":560},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/bossa-nova-robotics-ai-and-groceries\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Submissions\",\"item\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/submission\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Bossa Nova: Robotics, AI and Groceries\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/#website\",\"url\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/\",\"name\":\"Digital Innovation and Transformation\",\"description\":\"MBA Student Perspectives\",\"potentialAction\":[{\"@type\":\"性视界Action\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/d3.harvard.edu\\\/platform-digit\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Bossa Nova: Robotics, AI and Groceries - Digital Innovation and Transformation","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/","og_locale":"en_US","og_type":"article","og_title":"Bossa Nova: Robotics, AI and Groceries - Digital Innovation and Transformation","og_description":"Bossa Nova is deploying robots and AI technology in grocery superstores to reduce the chronic challenge of inventory management.","og_url":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/","og_site_name":"Digital Innovation and Transformation","og_image":[{"width":747,"height":560,"url":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Logo.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/","url":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/","name":"Bossa Nova: Robotics, AI and Groceries - Digital Innovation and Transformation","isPartOf":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/#website"},"primaryImageOfPage":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/#primaryimage"},"image":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/#primaryimage"},"thumbnailUrl":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Logo.png","datePublished":"2019-12-04T12:49:27+00:00","breadcrumb":{"@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/#primaryimage","url":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Logo.png","contentUrl":"https:\/\/d3.harvard.edu\/platform-digit\/wp-content\/uploads\/sites\/2\/2019\/12\/Logo.png","width":747,"height":560},{"@type":"BreadcrumbList","@id":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/bossa-nova-robotics-ai-and-groceries\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/d3.harvard.edu\/platform-digit\/"},{"@type":"ListItem","position":2,"name":"Submissions","item":"https:\/\/d3.harvard.edu\/platform-digit\/submission\/"},{"@type":"ListItem","position":3,"name":"Bossa Nova: Robotics, AI and Groceries"}]},{"@type":"WebSite","@id":"https:\/\/d3.harvard.edu\/platform-digit\/#website","url":"https:\/\/d3.harvard.edu\/platform-digit\/","name":"Digital Innovation and Transformation","description":"MBA Student Perspectives","potentialAction":[{"@type":"性视界Action","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/d3.harvard.edu\/platform-digit\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/hck-submission\/10107","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/hck-submission"}],"about":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/types\/hck-submission"}],"author":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/users\/11350"}],"replies":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/comments?post=10107"}],"version-history":[{"count":0,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/hck-submission\/10107\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/media\/10117"}],"wp:attachment":[{"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/media?parent=10107"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/d3.harvard.edu\/platform-digit\/wp-json\/wp\/v2\/categories?post=10107"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}