{"id":939,"date":"2022-10-19T16:23:18","date_gmt":"2022-10-19T16:23:18","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/startups\/blog\/?p=939"},"modified":"2024-11-04T14:17:15","modified_gmt":"2024-11-04T22:17:15","slug":"qard-idea-to-mvp","status":"publish","type":"post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/startups\/blog\/qard-idea-to-mvp\/","title":{"rendered":"How Qard went from idea to MVP &#8211; #LaunchWithAI"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong><em>For this post in the <a href=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/startups\/blog\/tag\/launchwithai\/\" target=\"_blank\" rel=\"noopener\">#LaunchWithAI series<\/a>, I met with <a href=\"https:\/\/www.linkedin.com\/in\/azzeddine-chaibrassou\/\" target=\"_blank\" rel=\"noopener\">Azzeddine Chaibrassou<\/a>, founder of <a href=\"https:\/\/www.qardapi.com\/en\/\" target=\"_blank\" rel=\"noopener\">Qard<\/a>, a fintech startup, based in Paris, France, innovating in credit risk management. Qard started by addressing a niche pain point felt by many in the industry and took it to the next level moving swiftly from idea to MVP, all while launching the startup with their core in AI. Read on to find out what we discovered.<\/em><\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How Qard got started<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;The main idea behind Qard was to give access to reliable information about companies to fintech, brokers, venture loan companies, neobanks, and other financial institutions. Today, disclosure of financial information about companies is registered as a legal act in France and other countries around the world. Yet, not many products existed that would facilitate bringing this information meaningfully to the consumers, to make the data actionable. Qard solves this problem by facilitating connections to various data sources, collecting relevant information, and bringing them together, either through an API or a dashboard.&#8221;<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"409\" height=\"197\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/startups\/blog\/wp-content\/uploads\/2022\/10\/Qard-logo.png\" alt=\"Qard logo - idea to MVP\" class=\"wp-image-942\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/startups\/blog\/wp-content\/uploads\/2022\/10\/Qard-logo.png 409w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/startups\/blog\/wp-content\/uploads\/2022\/10\/Qard-logo-300x144.png 300w\" sizes=\"auto, (max-width: 409px) 100vw, 409px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Moving from idea to MVP<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;Going from idea to execution and MVP is one of the most resource and time intensive phases for a startup. Technologically, our product goal was to source and scan millions of documents, detect patterns and signals about the financial health of companies from the data set and eventually relay these patterns to our customers with our APIs. From the get-go, we\u2019d have needed recruitments efforts to get the right DevOps and data engineering pipeline, and the in-house development would\u2019ve taken months.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Having led teams through such 0 to 1 product creation, our head of engineering, with more than 15 years of industry experience, directed us towards leveraging high-performance Azure models to accelerate our time to development. So, we adopted and used Azure&#8217;s tools, which saved us a lot of time. Having tools dedicated to what you want to achieve saves time in technical development, but also in product management. Using ready-to-use solution Azure APIs vs installing and maintaining in-house ML pipelines freed the time for our data scientists to manage more complicated projects.&#8221;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Leveraging NLP for the Qard solution<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">&#8220;Qard uses natural language processing (NLP) to extract and explain useful information from the millions of documents available. From this data, we detect patterns and signals about the financial health of companies and relay this information to our customers.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"624\" height=\"120\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/startups\/blog\/wp-content\/uploads\/2022\/10\/Qard-technical.png\" alt=\"Qard technical diagram - idea to MVP\" class=\"wp-image-941\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/startups\/blog\/wp-content\/uploads\/2022\/10\/Qard-technical.png 624w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/startups\/blog\/wp-content\/uploads\/2022\/10\/Qard-technical-300x58.png 300w\" sizes=\"auto, (max-width: 624px) 100vw, 624px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">This process, overall, has the following major components:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"wp-block-list-item\">Industrialized document processing with <a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/cognitive-services\/computer-vision\/overview-ocr\" target=\"_blank\" rel=\"noopener\">Azure OCR services<\/a> and <a href=\"https:\/\/azure.microsoft.com\/en-us\/products\/databricks\/\" target=\"_blank\" rel=\"noopener\">Azure Databricks<\/a>. Databricks helps us by making the configuration of a multiprocessor&#8217;s cluster easier. We configure a cluster with CPU-oriented machines to process in tandem with the source&#8217;s files.<\/li>\n\n\n\n<li class=\"wp-block-list-item\"><a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/cognitive-services\/language-service\/named-entity-recognition\/overview\" target=\"_blank\" rel=\"noopener\">Named Entity Recognition (NER)<\/a> on the output of OCR, giving richer and more accurate information on the retrieved signal. Example: Extracting the entities of interest (e.g., organizations, people, places), linking these entities to corresponding concepts (e.g., type and name of the identified organizations) and providing enriched information to our customer through APIs hosted on Azure VMs.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"NormalTextRun SCXW71879866 BCX0\">Through this process, <\/span><span class=\"NormalTextRun SCXW71879866 BCX0\">we\u2019ve<\/span><span class=\"NormalTextRun SCXW71879866 BCX0\"> already served tens of thousands<\/span><span class=\"NormalTextRun SCXW71879866 BCX0\"> of PDFs<\/span><span class=\"NormalTextRun SCXW71879866 BCX0\">.&#8221;<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Taking your MVP to market<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"NormalTextRun SCXW239797184 BCX0\">&#8220;Our API now provides<\/span><span class=\"NormalTextRun SCXW239797184 BCX0\"> information and data processing like never before.<\/span><span class=\"NormalTextRun SCXW239797184 BCX0\"> Our<\/span><span class=\"NormalTextRun SCXW239797184 BCX0\"> technical team <\/span><span class=\"NormalTextRun SCXW239797184 BCX0\">still consistently faces<\/span> <span class=\"NormalTextRun SpellingErrorV2Themed SCXW239797184 BCX0\">optimiz<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW239797184 BCX0\">ation<\/span><span class=\"NormalTextRun SCXW239797184 BCX0\"> challenges. <\/span><span class=\"NormalTextRun SCXW239797184 BCX0\">Our Microsoft mentor has been helping us work through these challenges with which we continuously improve<\/span><span class=\"NormalTextRun SCXW239797184 BCX0\"> and A\/B test to <\/span><span class=\"NormalTextRun SCXW239797184 BCX0\">establish<\/span><span class=\"NormalTextRun SCXW239797184 BCX0\"> our product-market fit.&#8221;<\/span><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Accelerate your journey<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><em><strong><span class=\"TextRun SCXW1106614 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1106614 BCX0\">Visit <\/span><\/span><a class=\"Hyperlink SCXW1106614 BCX0\" href=\"https:\/\/aka.ms\/LaunchWithAI\/Home\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW1106614 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1106614 BCX0\" data-ccp-charstyle=\"Hyperlink\">Launch <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW1106614 BCX0\" data-ccp-charstyle=\"Hyperlink\">With<\/span><span class=\"NormalTextRun SCXW1106614 BCX0\" data-ccp-charstyle=\"Hyperlink\"> AI<\/span><\/span><\/a><span class=\"TextRun SCXW1106614 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1106614 BCX0\"> for one-pager on how to get started<\/span><span class=\"NormalTextRun SCXW1106614 BCX0\"> on your building journey with <\/span><\/span><a class=\"Hyperlink SCXW1106614 BCX0\" href=\"https:\/\/foundershub.startups.microsoft.com\/signup\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW1106614 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1106614 BCX0\" data-ccp-charstyle=\"Hyperlink\">Microsoft for Startups Founders Hub<\/span><\/span><\/a><span class=\"TextRun SCXW1106614 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1106614 BCX0\">.<\/span><\/span><span class=\"EOP SCXW1106614 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:0,&quot;335559740&quot;:240}\">&nbsp;<\/span><\/strong><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Using ready-to-use Azure \u0003APIs vs installing and \u0003maintaining in-house ML \u0003pipelines freed our data \u0003scientists to manage more \u0003complicated projects.<\/p>\n","protected":false},"author":20,"featured_media":943,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ms_queue_id":[],"ep_exclude_from_search":false,"_classifai_error":"","_classifai_text_to_speech_error":"","_alt_title":"","ms-ems-related-posts":[920,568,518,478,71,270],"footnotes":""},"post_tag":[19],"content-type":[],"job-role":[],"topic":[57],"coauthors":[],"class_list":["post-939","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","tag-azure","topic-prototyping"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - 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