{"id":41231,"date":"2022-02-01T02:52:54","date_gmt":"2022-02-01T07:52:54","guid":{"rendered":"https:\/\/simfoni.com\/?page_id=41231"},"modified":"2022-02-21T02:32:36","modified_gmt":"2022-02-21T07:32:36","slug":"engineering-blog","status":"publish","type":"page","link":"https:\/\/simfoni.com\/engineering-blog\/","title":{"rendered":"Simfoni Engineering Blog"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"41231\" class=\"elementor elementor-41231\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"has_eae_slider elementor-section elementor-top-section elementor-element elementor-element-6aefc20 elementor-section-stretched elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-eae-slider=\"77979\" data-id=\"6aefc20\" data-element_type=\"section\" data-e-type=\"section\" 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src=\"https:\/\/simfoni.com\/wp-content\/uploads\/2023\/04\/AI-in-the-Age-of-ChatGPT-1-622x400.jpg\" class=\"img-fluid  card-img-top\" alt=\"Beyond the Hype: Managing Our Expectations of AI in the Age of ChatGPT\" style=\"height:200px;width:100%;object-fit: cover;\" \/><\/div><\/a><\/div><div class=\"d-block pix-p-20 position-relative\">\n\t\t\t\t\t\t\t<span class=\"pix-post-meta-categories text-sm pb-1 mb-1\"><a href=\"https:\/\/simfoni.com\/engineering\/\" target=\"_self\"><span class=\"pix-badge-element custom d-inline-flex mr-1 \"  ><span class=\"badge font-weight-bold  bg-primary-light  \" style=\"font-size:12px; padding:5px 10px;line-height:12px;\"><span class=\"text-primary\" style=\"\">Engineering<\/span><\/span><\/span><\/a><a href=\"https:\/\/simfoni.com\/procurement-technology\/\" target=\"_self\"><span class=\"pix-badge-element custom d-inline-flex mr-1 \"  ><span class=\"badge font-weight-bold  bg-primary-light  \" style=\"font-size:12px; padding:5px 10px;line-height:12px;\"><span class=\"text-primary\" style=\"\">Procurement Technology<\/span><\/span><\/span><\/a><\/span>\n\t\t\t\t\t\t\t<a class=\"text-heading-default\" href=\"https:\/\/simfoni.com\/engineering\/ai-in-the-age-of-chatgpt\/\"><div class=\"card-title mb-2 h5 secondary-font font-weight-bold\">Beyond the Hype: Managing Our Expectations of AI in the Age of ChatGPT<\/div><\/a><a class=\"pix-post-meta-date pix-blog-post-text text-sm mb-0 d-inline-block text-body-default svg-body-default\" href=\"https:\/\/simfoni.com\/engineering\/ai-in-the-age-of-chatgpt\/\"><span class=\"pr-1\">\n\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\">\n  <path fill=\"currentColor\" d=\"M9,0 C13.95,0 18,4.05 18,9 C18,13.95 13.95,18 9,18 C4.05,18 0,13.95 0,9 C0,4.05 4.05,0 9,0 Z M9,16.2 C12.96,16.2 16.2,12.96 16.2,9 C16.2,5.04 12.96,1.8 9,1.8 C5.04,1.8 1.8,5.04 1.8,9 C1.8,12.96 5.04,16.2 9,16.2 Z M12.6,9.4 C13.26,9.4 13.8,9.64 13.8,10.3 C13.8,10.96 13.26,11.2 12.6,11.2 L7.8,11.2 L7.8,5.8 C7.8,5.14 8.04,4.6 8.7,4.6 C9.36,4.6 9.6,5.14 9.6,5.8 L9.6,9.4 L12.6,9.4 Z\"\/>\n<\/svg>\n\n\t\t\t\t\t\t\t\t<\/span><span class=\"text-body-default pix-blog-post-text\">April 18, 2023<\/span><\/a><p class=\"card-text pix-pt-10 text-body-default pix-blog-post-text\"><p>&ldquo;We overestimate the impact of technology in the short-term and underestimate the effect in the long run.&rdquo; &ndash; Ray Amara, Stanford computer scientist Tweet Simfoni&rsquo;s Chief Technology Officer Alan Buxton shares insights into expectations around the capabilities of AI and...<\/p><\/p><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><div class=\"blog-card-meta-area card-footer2 bg-gray-1 text-right d-flex align-items-center w-100 pix-p-20  rounded-0\" style=\"line-height:0;\">\n\t\t\t\t\t\t\t\t\t<div class=\"pix-post-meta-author text-left pr-1\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"text-sm mr-2\" data-toggle=\"tooltip\" data-placement=\"right\" 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C2.3105042,13.2975731 1.32352941,11.26762 1.32352941,9.02113858 C1.32352941,4.85296824 4.77794118,1.44264706 9,1.44264706 C13.2220588,1.44264706 16.6764706,4.85296824 16.6764706,9.02113858 C16.6764706,11.26762 15.6894958,13.2975731 14.0993697,14.6779412 Z\"\/>\n<\/svg>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"flex-fill text-right\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/simfoni.com\/engineering\/ai-in-the-age-of-chatgpt\/\" class=\"btn d-inline-flex align-items-center btn-sm p-0 mx-0 btn-link text-body-default svg-body-default font-weight-bold pix-hover-item pix-blog-post-text\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"d-flex align-items-center\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"d-flex\">Read more<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"ml-1 align-middle pix-hover-right\"><svg class=\"pixfort-icon text-18\" width=\"24\" height=\"24\"  data-name=\"Line\/pixfort-icon-arrow-right-2\" 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pix-fit-cover\" style=\"height:200px;width:100%;\"><img decoding=\"async\" width=\"622\" height=\"400\" src=\"https:\/\/simfoni.com\/wp-content\/uploads\/2022\/05\/Transformers-in-Spend-Classification-622x400.jpg\" class=\"img-fluid  card-img-top\" alt=\"Transformers: More Than Meets the Eye (in Spend Classification)\" style=\"height:200px;width:100%;object-fit: cover;\" \/><\/div><\/a><\/div><div class=\"d-block pix-p-20 position-relative\">\n\t\t\t\t\t\t\t<span class=\"pix-post-meta-categories text-sm pb-1 mb-1\"><a href=\"https:\/\/simfoni.com\/engineering\/\" target=\"_self\"><span class=\"pix-badge-element custom d-inline-flex mr-1 \"  ><span class=\"badge font-weight-bold  bg-primary-light  \" style=\"font-size:12px; padding:5px 10px;line-height:12px;\"><span class=\"text-primary\" style=\"\">Engineering<\/span><\/span><\/span><\/a><a href=\"https:\/\/simfoni.com\/spend-management\/\" target=\"_self\"><span class=\"pix-badge-element custom d-inline-flex mr-1 \"  ><span class=\"badge font-weight-bold  bg-primary-light  \" style=\"font-size:12px; padding:5px 10px;line-height:12px;\"><span class=\"text-primary\" style=\"\">Spend Management<\/span><\/span><\/span><\/a><\/span>\n\t\t\t\t\t\t\t<a class=\"text-heading-default\" href=\"https:\/\/simfoni.com\/engineering\/transformers-more-than-meets-the-eye-in-spend-classification\/\"><div class=\"card-title mb-2 h5 secondary-font font-weight-bold\">Transformers: More Than Meets the Eye (in Spend Classification)<\/div><\/a><a class=\"pix-post-meta-date pix-blog-post-text text-sm mb-0 d-inline-block text-body-default svg-body-default\" href=\"https:\/\/simfoni.com\/engineering\/transformers-more-than-meets-the-eye-in-spend-classification\/\"><span class=\"pr-1\">\n\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\">\n  <path fill=\"currentColor\" d=\"M9,0 C13.95,0 18,4.05 18,9 C18,13.95 13.95,18 9,18 C4.05,18 0,13.95 0,9 C0,4.05 4.05,0 9,0 Z M9,16.2 C12.96,16.2 16.2,12.96 16.2,9 C16.2,5.04 12.96,1.8 9,1.8 C5.04,1.8 1.8,5.04 1.8,9 C1.8,12.96 5.04,16.2 9,16.2 Z M12.6,9.4 C13.26,9.4 13.8,9.64 13.8,10.3 C13.8,10.96 13.26,11.2 12.6,11.2 L7.8,11.2 L7.8,5.8 C7.8,5.14 8.04,4.6 8.7,4.6 C9.36,4.6 9.6,5.14 9.6,5.8 L9.6,9.4 L12.6,9.4 Z\"\/>\n<\/svg>\n\n\t\t\t\t\t\t\t\t<\/span><span class=\"text-body-default pix-blog-post-text\">May 25, 2022<\/span><\/a><p class=\"card-text pix-pt-10 text-body-default pix-blog-post-text\"><p>When you&rsquo;re working out your <span class=\"\" data-mobile-support=\"0\" data-gt-translate-attributes='[{\"attribute\":\"data-cmtooltip\", \"format\":\"html\"}]' tabindex=\"0\" role=\"link\"><a href=\"https:\/\/simfoni.com\/procurement\/\" data-internallinksmanager029f6b8e52c=\"1\" title=\"Procurement\" target=\"_blank\" rel=\"noopener\">procurement<\/a> strategy<\/span> you need the right level of data granularity. But often the data in your corporate systems is not structured in a way that is most useful for <span class=\"\"  data-mobile-support=\"0\"  data-gt-translate-attributes='[{\"attribute\":\"data-cmtooltip\", \"format\":\"html\"}]' tabindex='0' role='link'>buyer<\/span>s. Enter <span class=\"\" data-mobile-support=\"0\" data-gt-translate-attributes='[{\"attribute\":\"data-cmtooltip\", \"format\":\"html\"}]' tabindex=\"0\" role=\"link\">Spend Classification<\/span>: the process...<\/p><\/p><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><div class=\"blog-card-meta-area card-footer2 bg-gray-1 text-right d-flex align-items-center w-100 pix-p-20  rounded-0\" style=\"line-height:0;\">\n\t\t\t\t\t\t\t\t\t<div class=\"pix-post-meta-author text-left pr-1\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"text-sm mr-2\" data-toggle=\"tooltip\" data-placement=\"right\" title=\"By Simfoni\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"pr-1\">\n\t\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\">\n  <path fill=\"#BBB\" d=\"M9,0 C4.05,0 0,4.05 0,9 C0,13.95 4.05,18 9,18 C13.95,18 18,13.95 18,9 C18,4.05 13.95,0 9,0 Z M5.32058824,15.0718924 C5.37033162,15.0718924 5.42007501,15.0466987 5.4449467,15.0466987 C7.58391236,14.6435995 7.88237268,13.8877885 7.88237268,13.1319775 L7.88237268,12.6532972 L7.70827083,12.502135 C7.31032373,12.1242295 6.98699171,11.5699681 6.81288985,10.9401256 L6.71340308,10.5622201 L6.36519937,10.5622201 C6.21596921,10.4362516 6.09161074,9.85679644 6.09161074,9.55447203 C6.09161074,9.20176023 6.14135413,9.12617912 6.16622582,9.12617912 C6.16622582,9.12617912 6.16622582,9.12617912 6.19109751,9.12617912 L6.83776155,9.12617912 L6.68853139,8.49633661 C6.36519937,7.18626418 6.46468614,6.30448467 6.71340308,5.97696656 C6.78801816,5.87619176 6.86263324,5.85099806 7.0118634,5.85099806 L7.16109356,5.85099806 L7.28545203,5.75022325 C8.50416502,4.86844374 10.0213383,4.76766893 10.941591,5.49828625 C11.7126135,6.10293506 11.8867154,7.13587678 11.4141532,8.44594921 L11.1654362,9.12617912 L11.8867154,9.12617912 C11.9115871,9.12617912 11.9115871,9.12617912 11.9115871,9.12617912 C11.9115871,9.15137283 11.9862021,9.22695393 11.9862021,9.57966573 C11.9862021,9.85679644 11.836972,10.4362516 11.7126135,10.5622201 L11.3395381,10.5622201 L11.2400513,10.9401256 C11.0659495,11.5699681 10.7426174,12.1242295 10.3446704,12.502135 L10.1705685,12.6532972 L10.1705685,13.1067838 C10.1705685,13.8625948 10.4690288,14.6184058 12.5831228,15.021505 C12.6328662,15.021505 12.6826096,15.0466987 12.7323529,15.0466987 C11.6131267,15.7521224 10.3446704,16.1300279 9.00159889,16.1300279 C7.65852744,16.1300279 6.39007106,15.7269287 5.32058824,15.0718924 Z M14.0993697,14.6779412 C13.7977941,14.542611 13.4688025,14.4343468 13.112395,14.3531487 C11.3303571,14.0283562 11.3303571,13.5952995 11.3303571,13.3517052 L11.3303571,13.3246391 C11.7964286,12.8645164 12.1528361,12.2961296 12.3721639,11.6194785 C13.1672269,11.26762 13.3317227,9.96845002 13.3317227,9.5624594 C13.3317227,9.31886503 13.3317227,8.72341213 12.9204832,8.31742151 C12.8930672,8.29035547 12.8382353,8.23622339 12.7834034,8.20915734 C13.2220588,6.58519488 12.8656513,5.17776074 11.7415966,4.33871346 C10.3982143,3.3102039 8.25976891,3.39140202 6.55997899,4.50110971 C6.1487395,4.55524179 5.8197479,4.74470408 5.5730042,5.04243053 C4.94243697,5.85441176 5.07951681,7.28891195 5.24401261,8.1820913 C5.18918067,8.20915734 5.13434874,8.26328943 5.07951681,8.31742151 C4.66827731,8.72341213 4.66827731,9.31886503 4.66827731,9.58952544 C4.66827731,9.96845002 4.83277311,11.26762 5.62783613,11.6465446 C5.84716387,12.3231956 6.20357143,12.8915825 6.66964286,13.3517052 L6.66964286,13.3517052 C6.66964286,13.5952995 6.66964286,14.0283562 4.88760504,14.3531487 C4.53119748,14.4072808 4.20220588,14.5155449 3.87321429,14.6779412 C2.3105042,13.2975731 1.32352941,11.26762 1.32352941,9.02113858 C1.32352941,4.85296824 4.77794118,1.44264706 9,1.44264706 C13.2220588,1.44264706 16.6764706,4.85296824 16.6764706,9.02113858 C16.6764706,11.26762 15.6894958,13.2975731 14.0993697,14.6779412 Z\"\/>\n<\/svg>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"flex-fill text-right\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/simfoni.com\/engineering\/transformers-more-than-meets-the-eye-in-spend-classification\/\" class=\"btn d-inline-flex align-items-center btn-sm p-0 mx-0 btn-link text-body-default svg-body-default font-weight-bold pix-hover-item pix-blog-post-text\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"d-flex align-items-center\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"d-flex\">Read more<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"ml-1 align-middle pix-hover-right\"><svg class=\"pixfort-icon text-18\" width=\"24\" height=\"24\"  data-name=\"Line\/pixfort-icon-arrow-right-2\" viewBox=\"2 2 20 20\"><polyline fill=\"none\" stroke=\"var(--pf-icon-color)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"var(--pf-icon-stroke-width)\" points=\"9.5 17 14.5 12 9.5 7\"\/><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div><\/div><\/div><div class=\"col-xs-12 col-md-4 pix-mb-40\"><div class=\"pix-content-box pix-post-meta-element pix-post-meta-basic fly-sm2 d-flex align-content-between flex-wrap align-self-stretch rounded-0  overflow-hidden w-100  post-42123 post type-post status-publish format-standard has-post-thumbnail hentry category-engineering\"  >\n\t\t\t\t<div class=\"d-flex align-items-start w-100\">\n\t\t\t\t\t<div class=\"w-100\"><div class=\"d-block \"><a href=\"https:\/\/simfoni.com\/engineering\/the-road-to-soc2-through-controls-that-build-trust\/\"><div class=\"rounded-0 overflow-hidden position-relative d-block pix-fit-cover\" style=\"height:200px;width:100%;\"><img decoding=\"async\" width=\"622\" height=\"400\" src=\"https:\/\/simfoni.com\/wp-content\/uploads\/2022\/02\/SOC2-622x400.jpg\" class=\"img-fluid  card-img-top\" alt=\"The Road to SOC2 through Controls that build trust\" style=\"height:200px;width:100%;object-fit: cover;\" \/><\/div><\/a><\/div><div class=\"d-block pix-p-20 position-relative\">\n\t\t\t\t\t\t\t<span class=\"pix-post-meta-categories text-sm pb-1 mb-1\"><a href=\"https:\/\/simfoni.com\/engineering\/\" target=\"_self\"><span class=\"pix-badge-element custom d-inline-flex mr-1 \"  ><span class=\"badge font-weight-bold  bg-primary-light  \" style=\"font-size:12px; padding:5px 10px;line-height:12px;\"><span class=\"text-primary\" style=\"\">Engineering<\/span><\/span><\/span><\/a><\/span>\n\t\t\t\t\t\t\t<a class=\"text-heading-default\" href=\"https:\/\/simfoni.com\/engineering\/the-road-to-soc2-through-controls-that-build-trust\/\"><div class=\"card-title mb-2 h5 secondary-font font-weight-bold\">The Road to SOC2 through Controls that build trust<\/div><\/a><a class=\"pix-post-meta-date pix-blog-post-text text-sm mb-0 d-inline-block text-body-default svg-body-default\" href=\"https:\/\/simfoni.com\/engineering\/the-road-to-soc2-through-controls-that-build-trust\/\"><span class=\"pr-1\">\n\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\">\n  <path fill=\"currentColor\" d=\"M9,0 C13.95,0 18,4.05 18,9 C18,13.95 13.95,18 9,18 C4.05,18 0,13.95 0,9 C0,4.05 4.05,0 9,0 Z M9,16.2 C12.96,16.2 16.2,12.96 16.2,9 C16.2,5.04 12.96,1.8 9,1.8 C5.04,1.8 1.8,5.04 1.8,9 C1.8,12.96 5.04,16.2 9,16.2 Z M12.6,9.4 C13.26,9.4 13.8,9.64 13.8,10.3 C13.8,10.96 13.26,11.2 12.6,11.2 L7.8,11.2 L7.8,5.8 C7.8,5.14 8.04,4.6 8.7,4.6 C9.36,4.6 9.6,5.14 9.6,5.8 L9.6,9.4 L12.6,9.4 Z\"\/>\n<\/svg>\n\n\t\t\t\t\t\t\t\t<\/span><span class=\"text-body-default pix-blog-post-text\">February 21, 2022<\/span><\/a><p class=\"card-text pix-pt-10 text-body-default pix-blog-post-text\"><p>SOC2 tests compliance on a few trust principles namely Security, Availability, Processing Integrity, Confidentiality and Privacy of data. Some basics about SOC2 (Service Organizational Control ver 2) is that it is a compliance standard set by AICPA(It is the body...<\/p><\/p><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><div class=\"blog-card-meta-area card-footer2 bg-gray-1 text-right d-flex align-items-center w-100 pix-p-20  rounded-0\" style=\"line-height:0;\">\n\t\t\t\t\t\t\t\t\t<div class=\"pix-post-meta-author text-left pr-1\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"text-sm mr-2\" data-toggle=\"tooltip\" data-placement=\"right\" title=\"By Simfoni\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"pr-1\">\n\t\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\">\n  <path fill=\"#BBB\" d=\"M9,0 C4.05,0 0,4.05 0,9 C0,13.95 4.05,18 9,18 C13.95,18 18,13.95 18,9 C18,4.05 13.95,0 9,0 Z M5.32058824,15.0718924 C5.37033162,15.0718924 5.42007501,15.0466987 5.4449467,15.0466987 C7.58391236,14.6435995 7.88237268,13.8877885 7.88237268,13.1319775 L7.88237268,12.6532972 L7.70827083,12.502135 C7.31032373,12.1242295 6.98699171,11.5699681 6.81288985,10.9401256 L6.71340308,10.5622201 L6.36519937,10.5622201 C6.21596921,10.4362516 6.09161074,9.85679644 6.09161074,9.55447203 C6.09161074,9.20176023 6.14135413,9.12617912 6.16622582,9.12617912 C6.16622582,9.12617912 6.16622582,9.12617912 6.19109751,9.12617912 L6.83776155,9.12617912 L6.68853139,8.49633661 C6.36519937,7.18626418 6.46468614,6.30448467 6.71340308,5.97696656 C6.78801816,5.87619176 6.86263324,5.85099806 7.0118634,5.85099806 L7.16109356,5.85099806 L7.28545203,5.75022325 C8.50416502,4.86844374 10.0213383,4.76766893 10.941591,5.49828625 C11.7126135,6.10293506 11.8867154,7.13587678 11.4141532,8.44594921 L11.1654362,9.12617912 L11.8867154,9.12617912 C11.9115871,9.12617912 11.9115871,9.12617912 11.9115871,9.12617912 C11.9115871,9.15137283 11.9862021,9.22695393 11.9862021,9.57966573 C11.9862021,9.85679644 11.836972,10.4362516 11.7126135,10.5622201 L11.3395381,10.5622201 L11.2400513,10.9401256 C11.0659495,11.5699681 10.7426174,12.1242295 10.3446704,12.502135 L10.1705685,12.6532972 L10.1705685,13.1067838 C10.1705685,13.8625948 10.4690288,14.6184058 12.5831228,15.021505 C12.6328662,15.021505 12.6826096,15.0466987 12.7323529,15.0466987 C11.6131267,15.7521224 10.3446704,16.1300279 9.00159889,16.1300279 C7.65852744,16.1300279 6.39007106,15.7269287 5.32058824,15.0718924 Z M14.0993697,14.6779412 C13.7977941,14.542611 13.4688025,14.4343468 13.112395,14.3531487 C11.3303571,14.0283562 11.3303571,13.5952995 11.3303571,13.3517052 L11.3303571,13.3246391 C11.7964286,12.8645164 12.1528361,12.2961296 12.3721639,11.6194785 C13.1672269,11.26762 13.3317227,9.96845002 13.3317227,9.5624594 C13.3317227,9.31886503 13.3317227,8.72341213 12.9204832,8.31742151 C12.8930672,8.29035547 12.8382353,8.23622339 12.7834034,8.20915734 C13.2220588,6.58519488 12.8656513,5.17776074 11.7415966,4.33871346 C10.3982143,3.3102039 8.25976891,3.39140202 6.55997899,4.50110971 C6.1487395,4.55524179 5.8197479,4.74470408 5.5730042,5.04243053 C4.94243697,5.85441176 5.07951681,7.28891195 5.24401261,8.1820913 C5.18918067,8.20915734 5.13434874,8.26328943 5.07951681,8.31742151 C4.66827731,8.72341213 4.66827731,9.31886503 4.66827731,9.58952544 C4.66827731,9.96845002 4.83277311,11.26762 5.62783613,11.6465446 C5.84716387,12.3231956 6.20357143,12.8915825 6.66964286,13.3517052 L6.66964286,13.3517052 C6.66964286,13.5952995 6.66964286,14.0283562 4.88760504,14.3531487 C4.53119748,14.4072808 4.20220588,14.5155449 3.87321429,14.6779412 C2.3105042,13.2975731 1.32352941,11.26762 1.32352941,9.02113858 C1.32352941,4.85296824 4.77794118,1.44264706 9,1.44264706 C13.2220588,1.44264706 16.6764706,4.85296824 16.6764706,9.02113858 C16.6764706,11.26762 15.6894958,13.2975731 14.0993697,14.6779412 Z\"\/>\n<\/svg>\n\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<div class=\"flex-fill text-right\">\n\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/simfoni.com\/engineering\/the-road-to-soc2-through-controls-that-build-trust\/\" class=\"btn d-inline-flex align-items-center btn-sm p-0 mx-0 btn-link text-body-default svg-body-default font-weight-bold pix-hover-item pix-blog-post-text\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"d-flex align-items-center\">\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"d-flex\">Read more<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"ml-1 align-middle pix-hover-right\"><svg class=\"pixfort-icon text-18\" width=\"24\" height=\"24\"  data-name=\"Line\/pixfort-icon-arrow-right-2\" viewBox=\"2 2 20 20\"><polyline fill=\"none\" stroke=\"var(--pf-icon-color)\" stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"var(--pf-icon-stroke-width)\" points=\"9.5 17 14.5 12 9.5 7\"\/><\/svg><\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div><\/div><\/div><div class=\"col-xs-12 col-md-4 pix-mb-40\"><div class=\"pix-content-box pix-post-meta-element pix-post-meta-basic fly-sm2 d-flex align-content-between flex-wrap align-self-stretch rounded-0  overflow-hidden w-100  post-41329 post type-post status-publish format-standard has-post-thumbnail hentry category-engineering\"  >\n\t\t\t\t<div class=\"d-flex align-items-start w-100\">\n\t\t\t\t\t<div class=\"w-100\"><div class=\"d-block \"><a href=\"https:\/\/simfoni.com\/engineering\/tech-from-startup-to-scale-up-strangulating-the-monolith\/\"><div class=\"rounded-0 overflow-hidden position-relative d-block pix-fit-cover\" style=\"height:200px;width:100%;\"><img loading=\"lazy\" decoding=\"async\" width=\"622\" height=\"400\" src=\"https:\/\/simfoni.com\/wp-content\/uploads\/2022\/02\/Scaling-up-a-Start-Up-622x400.jpg\" class=\"img-fluid  card-img-top\" alt=\"Tech from Startup to Scale up &#8211; Strangulating the Monolith\" style=\"height:200px;width:100%;object-fit: cover;\" \/><\/div><\/a><\/div><div class=\"d-block pix-p-20 position-relative\">\n\t\t\t\t\t\t\t<span class=\"pix-post-meta-categories text-sm pb-1 mb-1\"><a href=\"https:\/\/simfoni.com\/engineering\/\" target=\"_self\"><span class=\"pix-badge-element custom d-inline-flex mr-1 \"  ><span class=\"badge font-weight-bold  bg-primary-light  \" style=\"font-size:12px; padding:5px 10px;line-height:12px;\"><span class=\"text-primary\" style=\"\">Engineering<\/span><\/span><\/span><\/a><\/span>\n\t\t\t\t\t\t\t<a class=\"text-heading-default\" href=\"https:\/\/simfoni.com\/engineering\/tech-from-startup-to-scale-up-strangulating-the-monolith\/\"><div class=\"card-title mb-2 h5 secondary-font font-weight-bold\">Tech from Startup to Scale up &#8211; Strangulating the Monolith<\/div><\/a><a class=\"pix-post-meta-date pix-blog-post-text text-sm mb-0 d-inline-block text-body-default svg-body-default\" href=\"https:\/\/simfoni.com\/engineering\/tech-from-startup-to-scale-up-strangulating-the-monolith\/\"><span class=\"pr-1\">\n\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\">\n  <path fill=\"currentColor\" d=\"M9,0 C13.95,0 18,4.05 18,9 C18,13.95 13.95,18 9,18 C4.05,18 0,13.95 0,9 C0,4.05 4.05,0 9,0 Z M9,16.2 C12.96,16.2 16.2,12.96 16.2,9 C16.2,5.04 12.96,1.8 9,1.8 C5.04,1.8 1.8,5.04 1.8,9 C1.8,12.96 5.04,16.2 9,16.2 Z M12.6,9.4 C13.26,9.4 13.8,9.64 13.8,10.3 C13.8,10.96 13.26,11.2 12.6,11.2 L7.8,11.2 L7.8,5.8 C7.8,5.14 8.04,4.6 8.7,4.6 C9.36,4.6 9.6,5.14 9.6,5.8 L9.6,9.4 L12.6,9.4 Z\"\/>\n<\/svg>\n\n\t\t\t\t\t\t\t\t<\/span><span class=\"text-body-default pix-blog-post-text\">February 3, 2022<\/span><\/a><p class=\"card-text pix-pt-10 text-body-default pix-blog-post-text\"><p>If you are an early stage startup you will start with something small and a single piece of software that proves your idea. Scale and complexity are not on your mind and your first few customers are there to help...<\/p><\/p><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><div class=\"blog-card-meta-area card-footer2 bg-gray-1 text-right d-flex align-items-center w-100 pix-p-20  rounded-0\" style=\"line-height:0;\">\n\t\t\t\t\t\t\t\t\t<div class=\"pix-post-meta-author text-left pr-1\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"text-sm mr-2\" data-toggle=\"tooltip\" data-placement=\"right\" title=\"By Simfoni\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"pr-1\">\n\t\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\">\n  <path fill=\"#BBB\" d=\"M9,0 C4.05,0 0,4.05 0,9 C0,13.95 4.05,18 9,18 C13.95,18 18,13.95 18,9 C18,4.05 13.95,0 9,0 Z M5.32058824,15.0718924 C5.37033162,15.0718924 5.42007501,15.0466987 5.4449467,15.0466987 C7.58391236,14.6435995 7.88237268,13.8877885 7.88237268,13.1319775 L7.88237268,12.6532972 L7.70827083,12.502135 C7.31032373,12.1242295 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position-relative\">\n\t\t\t\t\t\t\t<span class=\"pix-post-meta-categories text-sm pb-1 mb-1\"><a href=\"https:\/\/simfoni.com\/engineering\/\" target=\"_self\"><span class=\"pix-badge-element custom d-inline-flex mr-1 \"  ><span class=\"badge font-weight-bold  bg-primary-light  \" style=\"font-size:12px; padding:5px 10px;line-height:12px;\"><span class=\"text-primary\" style=\"\">Engineering<\/span><\/span><\/span><\/a><\/span>\n\t\t\t\t\t\t\t<a class=\"text-heading-default\" href=\"https:\/\/simfoni.com\/engineering\/estimation-and-velocity-of-engineering-delivery\/\"><div class=\"card-title mb-2 h5 secondary-font font-weight-bold\">Estimation and Velocity of Engineering Delivery<\/div><\/a><a class=\"pix-post-meta-date pix-blog-post-text text-sm mb-0 d-inline-block text-body-default svg-body-default\" href=\"https:\/\/simfoni.com\/engineering\/estimation-and-velocity-of-engineering-delivery\/\"><span class=\"pr-1\">\n\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" 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It applies to us very much but we are not alone.There are 3 distinct factors that determine how quickly you can deliver a feature and how accurately you can estimate the delivery....<\/p><\/p><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div><div class=\"blog-card-meta-area card-footer2 bg-gray-1 text-right d-flex align-items-center w-100 pix-p-20  rounded-0\" style=\"line-height:0;\">\n\t\t\t\t\t\t\t\t\t<div class=\"pix-post-meta-author text-left pr-1\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"text-sm mr-2\" data-toggle=\"tooltip\" data-placement=\"right\" title=\"By Simfoni\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"pr-1\">\n\t\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\">\n  <path fill=\"#BBB\" d=\"M9,0 C4.05,0 0,4.05 0,9 C0,13.95 4.05,18 9,18 C13.95,18 18,13.95 18,9 C18,4.05 13.95,0 9,0 Z M5.32058824,15.0718924 C5.37033162,15.0718924 5.42007501,15.0466987 5.4449467,15.0466987 C7.58391236,14.6435995 7.88237268,13.8877885 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0ms;\">SIMFONI&#32;<\/span><\/span> <\/h3><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2413df3 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-pix-sliding-text\" data-id=\"2413df3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"pix-sliding-text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"el-2413df3\" class=\"mb-3 text-center \"><h3 class=\"mb-32 pix-sliding-headline-2 animate-in secondary-font \" data-anim-type=\"pix-sliding-text\" data-class=\"secondary-font text-white\" style=\"\"><span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-white\" style=\"transition-delay: 0ms;\">SIMFONI&#32;<\/span><\/span> <\/h3><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-699f334 elementor-hidden-phone elementor-widget elementor-widget-pix-sliding-text\" data-id=\"699f334\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"pix-sliding-text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"el-699f334\" class=\"mb-3 text-left \"><h3 class=\"mb-32 pix-sliding-headline-2 animate-in secondary-font \" data-anim-type=\"pix-sliding-text\" data-class=\"secondary-font text-white\" style=\"\"><span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-white\" style=\"transition-delay: 0ms;\">BLOG&#32;<\/span><\/span> <\/h3><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c13e351 elementor-hidden-desktop elementor-hidden-tablet elementor-widget elementor-widget-pix-sliding-text\" data-id=\"c13e351\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"pix-sliding-text.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"el-c13e351\" class=\"mb-3 text-center \"><h3 class=\"mb-32 pix-sliding-headline-2 animate-in secondary-font \" data-anim-type=\"pix-sliding-text\" data-class=\"secondary-font text-white\" style=\"\"><span class=\"slide-in-container \"><span class=\"pix-sliding-item secondary-font text-white\" style=\"transition-delay: 0ms;\">BLOG&#32;<\/span><\/span> <\/h3><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8848a0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"a8848a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-309786b elementor-widget elementor-widget-text-editor\" data-id=\"309786b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>We\u2019ve been at this for a long time. And we recognize procurement is more than just finding an item at the cheapest price.\u00a0 We all need to see spend differently. Responsible <a href=\"https:\/\/simfoni.com\/sourcing\/\" data-internallinksmanager029f6b8e52c=\"10\" title=\"Sourcing\" target=\"_blank\" rel=\"noopener\">sourcing<\/a> and <a href=\"https:\/\/simfoni.com\/procurement-analytics\/what-is-sustainable-procurement-and-why-it-is-important-for-businesses\/\" data-internallinksmanager029f6b8e52c=\"27\" title=\"Sustainable Procurement\" target=\"_blank\" rel=\"noopener\">sustainable procurement<\/a> are not a sidebar, they are at the core of the job. And to do this job well it takes technology + humans. Simfoni is here to bring opportunity, balance, impact and control to your procurement team and process. We are here to help you see spend differently.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"has_eae_slider elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-ecab88e\" data-eae-slider=\"60965\" data-id=\"ecab88e\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;pix_scale_in&quot;:&quot;none&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>SIMFONI ENGINEERING BLOG Engineering Estimation and Velocity of Engineering Delivery February 1, 2022 Estimation and Velocity are serious unsolved industry problems. It applies to us very much but we are not alone.There are 3 distinct factors that determine how quickly&hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":15,"comment_status":"closed","ping_status":"closed","template":"","meta":{"give_campaign_id":0,"footnotes":""},"class_list":["post-41231","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Simfoni Engineering Blog<\/title>\n<meta name=\"description\" content=\"We&#039;re the technology team at Simfoni, the world&#039;s most innovative procurement technology company. 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