{"id":848076,"date":"2026-11-14T03:18:02","date_gmt":"2026-11-14T03:18:02","guid":{"rendered":"https:\/\/www.abnewswire.com\/pressreleases\/?p=848076"},"modified":"2026-11-14T03:18:02","modified_gmt":"2026-11-14T03:18:02","slug":"ai-readiness-assessment-framework-validated-by-softjourn-rd","status":"publish","type":"post","link":"https:\/\/www.abnewswire.com\/pressreleases\/ai-readiness-assessment-framework-validated-by-softjourn-rd_848076.html","title":{"rendered":"AI Readiness Assessment Framework Validated by Softjourn R&#038;D"},"content":{"rendered":"<div style=\"float:right; width:250px; padding:8px 10px 10px 10px;\">\n<div><a href=\"https:\/\/www.abnewswire.com\/upload\/2026\/06\/1781097589.jpg\" style=\"border:none !important;\" target=\"_blank\" rel=\"nofollow\" ><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-29\" title=\"AI Readiness Assessment Framework Validated by Softjourn R&amp;D\" src=\"https:\/\/www.abnewswire.com\/upload\/2026\/06\/1781097589.jpg\" alt=\"AI Readiness Assessment Framework Validated by Softjourn R&amp;D\" width=\"225\" height=\"127\" style=\"padding:0px 0px 10px 10px; border:0 solid !important;\" \/><\/a><\/div>\n<div class=\"quotes\">\n<div>Softjourn AI readiness assessment<\/div>\n<\/div>\n<\/div>\n<div style=\"font-style:italic; padding:8px 0px;\">Softjourn&#8217;s AI readiness assessment helps a company decide whether to build, fix, or defer an AI solution. Softjourn validated the framework on an internal R&#038;D pilot before offering it to clients.<\/div>\n<p style=\"text-align: justify;\"><strong>FREMONT, Calif. &#8211; November 14, 2026 &#8211;<\/strong>&nbsp;Softjourn&#8217;s AI readiness assessment is an evidence-based review that helps a company decide whether to build, fix, or defer an AI solution before it invests further. A solutions architect, supported by AI workflows, reviews one AI solution and one key user flow across six readiness areas. Softjourn validated the framework on an internal research and development (R&amp;D) pilot before offering it to clients.<\/p>\n<p style=\"text-align: justify;\">Many companies now have an AI idea, a pilot, or an AI feature in production, and need a clear answer on whether it deserves more time and money. Softjourn built the assessment to end with a decision and a prioritized action plan based on evidence from inside the system.<\/p>\n<p style=\"text-align: justify;\">The pilot was Redmine Candidate Search, a research project from Softjourn&#8217;s R&amp;D team. The team built a Slack assistant on top of Redmine, the open-source project management platform Softjourn uses internally, to test whether AI could work on top of the system&#8217;s data and to build hands-on AI engineering experience. The assistant answers plain-language questions about which specialists match a new project.<\/p>\n<p style=\"text-align: justify;\">How the assessment works:<\/p>\n<ul style=\"text-align: justify;\">\n<li>Four steps: kickoff, evidence review, a written Decision Brief, and a readout session<\/li>\n<li>The AI readiness assessment scores six readiness areas and explains each finding and its impact<\/li>\n<li>Every report ends with a recommended direction (Build now, Fix first, or Defer) and a prioritized action plan<\/li>\n<li>Anything that could not be verified is clearly marked<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">AI workflows draft findings from documents, interviews, code, and logs, and the architect keeps only what the evidence supports. <strong>In the pilot, the architect rejected about 70% of the first AI-drafted findings after expert review.<\/strong> AI could often see how something worked but not why it was built that way. About 30% of the valid findings in the pilot came from interviews with the people who build and use the tool.<\/p>\n<p style=\"text-align: justify;\">&#8220;Anyone can ask AI to generate an &#8216;assessment framework,&#8217; and in a few hours you&#8217;ll have 20 pages that look convincing. What took real time was applying the experience from our previous audits and making it work with agentic workflows,&#8221; said Taras Romaniv, Solutions Architect at Softjourn.<\/p>\n<p style=\"text-align: justify;\">For the pilot, the assessment produced a 10-step action plan in which most steps take from a few minutes to a day, starting with simple checks of how much time the assistant saves. It also identified the assistant&#8217;s strengths, including read-only access, each user&#8217;s own login, and a log of every request, along with improvements to make.<\/p>\n<p style=\"text-align: justify;\">Softjourn is now offering the assessment to a small group of existing clients, starting with ticketing companies, and is adapting the same AI workflows for code audits and reviews of AI-generated applications. As a starting reference, an assessment takes one to three weeks of full-time work, depending on the solution&#8217;s stage and the scope agreed at kickoff. The full <a rel=\"nofollow\" href=\"https:\/\/softjourn.com\/case-study\/ai-readiness-assessment-redmine\">case study on the AI readiness assessment<\/a> covers the method and the lessons from the pilot.<\/p>\n<p style=\"text-align: justify;\">&#8220;It was a win-win: we got a real case to show clients, and proof that the AI Readiness Assessment works,&#8221; said Oleh Sorokopud, Head of Digital Marketing at Softjourn.<\/p>\n<p style=\"text-align: justify;\"><strong>About Softjourn<\/strong><\/p>\n<p style=\"text-align: justify;\">Softjourn is a full-cycle software development company with 25+ years of experience, headquartered in Fremont, California, with development teams in Ukraine, Poland, and Brazil. Its R&amp;D practice, running since 2008, works on AI-augmented software development and applied AI services, including the AI readiness assessment, for clients in event ticketing, fintech, expense management, and media and entertainment. Learn more at softjourn.com.<\/p>\n<p><span style='font-size:18px !important;'>Media Contact<\/span><br \/><strong>Company Name:<\/strong> <a href=\"https:\/\/www.abnewswire.com\/companyname\/softjourn.com_190529.html\" rel=\"nofollow\">Softjourn<\/a><br \/><strong>Contact Person:<\/strong> Oleh Sorokopud, Head of Digital Marketing<br \/><strong>Email:<\/strong> <a href=\"https:\/\/www.abnewswire.com\/email_contact_us.php?pr=ai-readiness-assessment-framework-validated-by-softjourn-rd\" rel=\"nofollow\">Send Email<\/a><br \/><strong>Phone:<\/strong> +1.510.744.1528<br \/><strong>City:<\/strong> Fremont<br \/><strong>State:<\/strong> California<br \/><strong>Country:<\/strong> United States<br \/><strong>Website:<\/strong> <a href=\"https:\/\/softjourn.com\" target=\"_blank\" rel=\"nofollow\">https:\/\/softjourn.com<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.abnewswire.com\/press_stat.php?pr=ai-readiness-assessment-framework-validated-by-softjourn-rd\" alt=\"\" width=\"1px\" height=\"1px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Softjourn AI readiness assessment Softjourn&#8217;s AI readiness assessment helps a company decide whether to build, fix, or defer an AI solution. Softjourn validated the framework on an internal R&#038;D pilot before offering it to clients. FREMONT, Calif. &#8211; November 14, &hellip; <a href=\"https:\/\/www.abnewswire.com\/pressreleases\/ai-readiness-assessment-framework-validated-by-softjourn-rd_848076.html\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[401,413,411],"tags":[],"class_list":["post-848076","post","type-post","status-publish","format-standard","hentry","category-Business","category-Services","category-Technology"],"_links":{"self":[{"href":"https:\/\/www.abnewswire.com\/pressreleases\/wp-json\/wp\/v2\/posts\/848076","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.abnewswire.com\/pressreleases\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.abnewswire.com\/pressreleases\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.abnewswire.com\/pressreleases\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.abnewswire.com\/pressreleases\/wp-json\/wp\/v2\/comments?post=848076"}],"version-history":[{"count":0,"href":"https:\/\/www.abnewswire.com\/pressreleases\/wp-json\/wp\/v2\/posts\/848076\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.abnewswire.com\/pressreleases\/wp-json\/wp\/v2\/media?parent=848076"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.abnewswire.com\/pressreleases\/wp-json\/wp\/v2\/categories?post=848076"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.abnewswire.com\/pressreleases\/wp-json\/wp\/v2\/tags?post=848076"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}