{"id":5875,"date":"2020-03-09T15:52:18","date_gmt":"2020-03-09T12:52:18","guid":{"rendered":"http:\/\/hqsoftwarelab.com\/?post_type=portfolio&#038;p=5875"},"modified":"2025-03-14T14:43:57","modified_gmt":"2025-03-14T11:43:57","slug":"enabling-document-recognition-and-automating-invoice-processing","status":"publish","type":"portfolio","link":"https:\/\/hqsoftwarelab.com\/portfolio\/enabling-document-recognition-and-automating-invoice-processing\/","title":{"rendered":"Automating Remittance Notes Processing: 8\u20139x Faster Operations"},"content":{"rendered":"\n<section class=\"section-highlights\">\n        <div class=\"container-middle\">\n            <h2 class=\"title-highlights\">Highlights<\/h2>\n            <div class=\"container-highlights\">\n                <div class=\"column-highlights\">\n                    <div class=\"line-highlights\">\n                        <div class=\"line-1\"><\/div>\n                        <div class=\"line-2\"><\/div>\n                        <h2 class=\"column-title-highlights\">Need<\/h2>\n                    <\/div>\n                    <p class=\"text-highlights\">Automate remittance notes processing, reducing manual efforts and eliminating unprocessed data <\/p>\n                <\/div>\n                <div class=\"column-highlights\">\n                    <div class=\"line-highlights\">\n                        <div class=\"line-1\"><\/div>\n                        <div class=\"line-2\"><\/div>\n                        <h2 class=\"column-title-highlights\">Solution<\/h2>\n                    <\/div>\n                    <p class=\"text-highlights\">App with AI capabilities for document recognition and automated remittance notes processing<\/p>\n                <\/div>\n                <div class=\"column-highlights\">\n                    <div class=\"line-highlights\">\n                        <div class=\"line-1\"><\/div>\n                        <div class=\"line-2\"><\/div>\n                        <h2 class=\"column-title-highlights\">Technologies<\/h2>\n                    <\/div>\n                                            <a class=\"link-highlights\" href=\"https:\/\/hqsoftwarelab.com\/technologies_taxonomy\/javascript\/\">JavaScript<\/a>\n                                            <a class=\"link-highlights\" href=\"https:\/\/hqsoftwarelab.com\/technologies_taxonomy\/php-development-services\/\">PHP<\/a>\n                                            <a class=\"link-highlights\" href=\"https:\/\/hqsoftwarelab.com\/technologies_taxonomy\/mysql\/\">MySQL<\/a>\n                                            <a class=\"link-highlights\" href=\"https:\/\/hqsoftwarelab.com\/technologies_taxonomy\/selenium\/\">Selenium<\/a>\n                                            <a class=\"link-highlights\" href=\"https:\/\/hqsoftwarelab.com\/technologies_taxonomy\/tesseract-ocr\/\">Tesseract OCR<\/a>\n                                    <\/div>\n            <\/div>\n        <\/div>\n    <\/section>\n\n\n\n<section class=\"section text-block-portfolio\">\n    <div class=\"container container-small\">\n        <p class=\"main-title-portfolio\">Results<\/p>\n        <div class=\"container-portfolio\">\n            <div class=\"column-portfolio\">\n                <div class=\"triangle-portfolio\"><\/div>\n                <div>\n                    <p class=\"title-portfolio\">70%<\/p>\n                    <p class=\"text-portfolio\">recognition precision<\/p>\n                <\/div>\n            <\/div>\n            <div class=\"column-portfolio\">\n                <div class=\"triangle-portfolio\"><\/div>\n                <div>\n                    <p class=\"title-portfolio\">8&ndash;9x<\/p>\n                    <p class=\"text-portfolio\">automation of manual remittance notes processing<\/p>\n                <\/div>\n            <\/div>\n        <\/div>\n            <\/div>\n<\/section>\n\n\n<section class=\"section text-block\">\r\n      <div class=\"container container-small\">\r\n        <p>Partnering with HQSoftware, the customer was able to automate the process of remittance notes recognition with a precision of 70%. By digitizing the workflow, the company enhanced document processing by 8&ndash;9 times. The automation allowed for parallel processing of 12&ndash;15 documents per minute, while it previously took 5&ndash;10 minutes to aggregate a single remittance note.<br>\n<\/p><blockquote class=\"blockquote-bg\" style=\"background-image: url('\/wp-content\/themes\/hq\/images\/11.svg');color: white; background-repeat: no-repeat;background-size: cover;\">\n    <div class=\"row flex-column-reverse flex-md-row\">\n        <div class=\"col-md-4 mb-3\">\n            <p><img decoding=\"async\" style=\"max-width: 50%;\" src=\"\/wp-content\/themes\/hq\/images\/Vika%20Rokash-photoaidcom-cropped.png\" alt=\"Vika Rokash photoaidcom cropped -\" title=\"\"><\/p>\n        <\/div>\n        <div class=\"col-md-8 mb-4 mb-md-4 pl-md-5 d-flex flex-column justify-content-between\">\n            <div class=\"h3\">Looking for similar solutions or something unique to your needs?<\/div>\n            <p>Contact us today! We&rsquo;re happy to explore your needs!<\/p>\n        <\/div>\n    <\/div>\n    <div class=\"row\">\n        <div class=\"col-md-4\">\n            <p>\n                <strong>Victoria Rokash<\/strong><br>\n                Business Development Manager\n            <\/p>\n        <\/div>\n        <div class=\"col-md-8 d-flex align-items-end mt-4 mt-md-0 pl-md-5\">\n            <a class=\"btn btn-primary btn-view-all prototype-btn-text\" href=\"\/contact-us\/\">Get in touch<\/a>\n        <\/div>\n    <\/div>\n<\/blockquote>\n\n<h2>Customer<\/h2>\n<p>Based in the USA, the customer provides invoice and remittance notes processing services to healthcare organizations. Under the healthcare system of the USA, insurance is partly covered by the government and partly by the private insurance companies. The customer is engaged in aggregating the invoices and remittance notes submitted by medical institutions to estimate the share to be covered by the state and insurers.<br>\n<style>\n    .portfolioSwiper-image {\n        object-fit: cover;\n        display: block;\n        margin-left: auto;\n        margin-right: auto;\n        \/*height: 100%;*\/\n    }\n    @media (max-width: 767px) {\n        .portfolioSwiper-image {\n            object-fit: cover;\n            display: block;\n            margin-left: auto;\n            margin-right: auto;\n            \/*height: 100%;*\/\n        }\n    }\n<\/style>\n<\/p><div class=\"swiper portfolioSwiper\" style=\"max-width: unset;\">\n    <div class=\"swiper-wrapper\">\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/photo_2025-09-19_10-02-31.jpg\" alt=\"photo 2025 09 19 10 02 31 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div class=\"sas\">\n                <img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/1_240827.jpg\" alt=\"1 240827 -\" title=\"\">\n            <\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/2_240724.jpg\" alt=\"2 240724 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/3_240125.jpg\" alt=\"3 240125 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/4_230616.jpg\" alt=\"4 230616 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/5_220815.jpg\" alt=\"5 220815 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/6_210625.jpg\" alt=\"6 210625 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div><img decoding=\"async\" class=\"portfolioSwiper-image\" loading=\"eager\" src=\"\/wp-content\/themes\/hq\/images\/7_210618.jpg\" alt=\"7 210618 -\" title=\"\"><\/div>\n            <div class=\"swiper-slide-text\">\n            <\/div>\n        <\/div>\n    <\/div>\n    <div class=\"swiper-pagination\"><\/div>\n<\/div>\n<h2>Challenge<\/h2>\n<p>The submitted remittance notes &mdash; sent to the customer as scanned PDF documents &mdash; should be uploaded to the third-party system for further analysis and split. However, all the organizations used different templates to formalize and structure the documents, which significantly complicated the process of recognition. Furthermore, some documents were incomprehensible even to a human eye.<\/p>\n<p>When the customer turned to HQSoftware, all the information available through the submitted remittance notes was added to the third-party database manually, which dramatically slowed down the processing and required a lot of staff to be engaged. This resulted in immense amount of documents left unprocessed over the period of four years.<\/p>\n<h2>Solution<\/h2>\n<p>Powered by machine learning, the delivered solution is an application that features a set of pre-trained templates capable of recognizing the information available through the submitted PDF remittance notes and organizing it into an e-form with editable fields. The solution supports a variety of cloud file hostings, such as Google Drive, Dropbox, etc., as well as can be customized to support any other hosting of choice.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/03\/1.jpg\" alt=\"1 -\" width=\"1824\" height=\"942\" title=\"\"><\/p>\n<p>Once the documents are uploaded to the delivered application, it automatically transfers the data to the third-party system. However, this system did not have an API and was only accessible through a website. For this reason, developers at HQSoftware utilized Selenium WebDriver to emulate user interaction with a website and enable upload in the background mode.<\/p>\n<p>Employing Tesseract OCR, our engineers ensured that the system recognized and distinguished between five types of document templates with precision of 70%. To achieve such high result, experts at HQSoftware created a collection of most common templates submitted by healthcare institutions and performed up to 30 training iterations over a document type.<\/p>\n<p>For the cases when an remittance note lacked some particular information, such as an address, our team delivered an algorithm that allowed for checking other remittance notes submitted by the organizations, matching the missing data with the appropriate institution, extracting the necessary information from the available documents, or removing the duplicates.<\/p>\n<p>If the solution was unable to recognize the document, the system would transfer the file to a separate folder, mark it as for manual processing, and send notification to an administrator.<\/p>\n<p><strong>Read more about our <a href=\"\/solutions\/data-analytics\/\" target=\"_blank\" rel=\"noopener\">data analytics services.<\/a><\/strong><\/p>\n      <\/div>\r\n    <\/section>\n\n\r\n<section class=\"section-news\">\r\n      <div class=\"container\">\r\n        <div class=\"section-top text-center\">\r\n          <h2 class=\"h2 section-title\">Check Out Other Works<\/h2>\r\n          <p>See How We Approach Business Objectives\r\n\r\n<\/p>\r\n        <\/div>\r\n        <div class=\"row section-news-row\">\r\n\r\n\r\n      <div class=\"col-md-4 section-news-item\">\r\n          <div class=\"section-news-item__inner \">\r\n              <a href=\"https:\/\/hqsoftwarelab.com\/portfolio\/developing-a-system-that-improves-customer-service-of-s7-airlines\/\" class=\"section-news-item__link\"><\/a>\r\n              <div class=\"section-news-item__img\">\r\n                  <img decoding=\"async\" src=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/Customer-Service-for-S7-Airlines-353x235.jpg\" loading=\"lazy\" data-srcset=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/Customer-Service-for-S7-Airlines-726x482.jpg 2x\" alt=\"Customer Service for S7 Airlines 353x235 -\" title=\"\">\r\n              <\/div>\r\n              <div class=\"section-news-item__top\">\r\n                  <div class=\"section-news-item__top-left\">\r\n                      <a href=\"https:\/\/hqsoftwarelab.com\/industry\/marketing-and-pr\/\" class=\"section-news-item__category\">Marketing &amp; PR<\/a>\r\n                  <\/div>\r\n                  <span class=\"section-news-item__readmore hq-readmore icon-arrow-right-i\"><\/span>\r\n              <\/div>\r\n              <div class=\"h3 section-news-item__bottom\">Developing a System That Improves Customer Service of S7 Airlines<\/div>\r\n          <\/div>\r\n      <\/div>\r\n\r\n      \r\n      <div class=\"col-md-4 section-news-item\">\r\n          <div class=\"section-news-item__inner \">\r\n              <a href=\"https:\/\/hqsoftwarelab.com\/portfolio\/iot-data-visualization-solution-for-sensor-based-smart-skin\/\" class=\"section-news-item__link\"><\/a>\r\n              <div class=\"section-news-item__img\">\r\n                  <img decoding=\"async\" src=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/Banner.-IoT_-A-Data-Visualization-Solution-for-Sensor-Based-Smart-Skin-353x235.png\" loading=\"lazy\" data-srcset=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/Banner.-IoT_-A-Data-Visualization-Solution-for-Sensor-Based-Smart-Skin-726x482.png 2x\" alt=\"Banner. 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Complete this form, and receive a free personalized proposal from your dedicated manager.<\/p>\r\n\r\n                            <div class=\"seo-block__image\">\r\n                    <img decoding=\"async\" src=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/ava1@2.jpg\" loading=\"lazy\" data-srcset=\"https:\/\/hqsoftwarelab.com\/wp-content\/uploads\/2020\/01\/ava1@2.jpg 2x\" alt=\"ava1@2 -\" title=\"\">\r\n                <\/div>\r\n                <p class=\"seo-block__name\">Sergei Vardomatski<\/p>\r\n                <p class=\"seo-block__position\">Founder<\/p>\r\n            \r\n        <\/div>\r\n      <\/div>\r\n    <\/div>\r\n  <\/div>\r\n<\/section>\n\n\n","protected":false},"template":"","meta":{"_acf_changed":true},"industry":[49,67,225],"technologies_taxonomy":[6,12,51,57,224],"class_list":["post-5875","portfolio","type-portfolio","status-publish","hentry","industry-healthcare","industry-business","industry-ai-ml","technologies_taxonomy-javascript","technologies_taxonomy-php-development-services","technologies_taxonomy-mysql","technologies_taxonomy-selenium","technologies_taxonomy-tesseract-ocr"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.3 (Yoast SEO v26.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Automated Invoice Processing Software &amp; Document Recognition<\/title>\n<meta name=\"description\" content=\"The customer automated remittance notes processing &amp; recognition with a precision of 70%. 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