{"id":1424,"date":"2026-09-11T03:02:39","date_gmt":"2026-09-11T03:02:39","guid":{"rendered":"https:\/\/x.sheep-mine.ts.net\/index.php\/before-ai-can-think-like-your-best-people-it-has-to-see-what-they-see\/"},"modified":"2026-09-11T03:02:39","modified_gmt":"2026-09-11T03:02:39","slug":"before-ai-can-think-like-your-best-people-it-has-to-see-what-they-see","status":"publish","type":"post","link":"https:\/\/x.sheep-mine.ts.net\/index.php\/before-ai-can-think-like-your-best-people-it-has-to-see-what-they-see\/","title":{"rendered":"Before AI Can Think Like Your Best People, It Has to See What They See"},"content":{"rendered":"<p><br \/>\n<\/p>\n<div id=\"hs_cos_wrapper_post_body\">\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span><img decoding=\"async\" src=\"https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/Randy%20Kesterson.jpeg?width=301&#038;height=301&#038;name=Randy%20Kesterson.jpeg\" width=\"301\" height=\"301\" loading=\"lazy\" alt=\"Randy Kesterson, author of the forthcoming Integrating AI into Lean: How to Drive Smarter Continuous Improvement.\" style=\"height: auto; max-width: 100%; width: 301px; float: right; margin: 0px 0px 0px 22px;\" srcset=\"https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/Randy%20Kesterson.jpeg?width=151&#038;height=151&#038;name=Randy%20Kesterson.jpeg 151w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/Randy%20Kesterson.jpeg?width=301&#038;height=301&#038;name=Randy%20Kesterson.jpeg 301w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/Randy%20Kesterson.jpeg?width=452&#038;height=452&#038;name=Randy%20Kesterson.jpeg 452w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/Randy%20Kesterson.jpeg?width=602&#038;height=602&#038;name=Randy%20Kesterson.jpeg 602w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/Randy%20Kesterson.jpeg?width=753&#038;height=753&#038;name=Randy%20Kesterson.jpeg 753w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/Randy%20Kesterson.jpeg?width=903&#038;height=903&#038;name=Randy%20Kesterson.jpeg 903w\" sizes=\"auto, (max-width: 301px) 100vw, 301px\"\/>Artificial intelligence is moving quickly into manufacturing. It can analyze enormous amounts of data, recognize patterns, identify anomalies, predict failures, and help teams solve problems faster.<\/span><span\/><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>But there is a fundamental limitation:<\/span><\/p>\n<h2 style=\"color: #222222; background-color: #ffffff; line-height: normal; text-align: center;\"><span style=\"font-size: 24px;\"><strong>AI cannot learn from what your organization never captures.<\/strong><\/span><\/h2>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>Walk through almost any factory and you\u2019ll find valuable knowledge that never enters a database. An experienced operator hears a machine beginning to sound different. A maintenance technician recognizes a failure pattern. A supervisor sees that today\u2019s schedule will create trouble downstream.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>That knowledge is real. But if it remains in someone\u2019s head, on a clipboard, or on a whiteboard, AI can\u2019t use it.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\">\u00a0<\/p>\n<h2 style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><strong><span>Go to Gemba Still Matters<\/span><\/strong><\/h2>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>One of Lean\u2019s most important principles is simple: <\/span><strong><span>go and see.<\/span><\/strong><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>AI doesn\u2019t make Gemba obsolete. It makes it more important.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>There is a danger that increasingly sophisticated technology makes staying in the conference room comfortable. Why walk the process when a dashboard can tell us what\u2019s happening?<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span style=\"font-size: 18px;\">Because <strong>the data isn\u2019t the process.<\/strong><\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>The dashboard only knows what was captured.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>This creates an important opportunity: combine the judgment of people closest to the work with technology that captures their observations at the point of work.<img decoding=\"async\" src=\"https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg?width=563&#038;height=317&#038;name=lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg\" width=\"563\" height=\"317\" loading=\"lazy\" alt=\"lean manufacturing benefits from a digitized gemba walk\" style=\"height: auto; max-width: 100%; width: 563px; float: right; margin: 16px 0px 0px 17px;\" srcset=\"https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg?width=282&#038;height=159&#038;name=lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg 282w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg?width=563&#038;height=317&#038;name=lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg 563w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg?width=845&#038;height=476&#038;name=lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg 845w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg?width=1126&#038;height=634&#038;name=lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg 1126w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg?width=1408&#038;height=793&#038;name=lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg 1408w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg?width=1689&#038;height=951&#038;name=lean%20manufacturing%20benefits%20from%20a%20digitized%20gemba%20walk.jpg 1689w\" sizes=\"auto, (max-width: 563px) 100vw, 563px\"\/><\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span><br \/>That\u2019s where tools such as <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.alphasoftware.com\/manufacturing-apps\" rel=\"noopener\">Alpha Software&#8217;s manufacturing solutions<\/a>\u2060 and <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.alphasoftware.com\/no-code-app-builder\" rel=\"noopener\">Alpha TransForm\u2060 <\/a>become relevant. They can digitize frontline activities such as <a rel=\"nofollow\" target=\"_blank\" href=\"https:\/\/www.alphasoftware.com\/blog\/gemba-walk-checklists-a-free-template\" rel=\"noopener\">Gemba walks<\/a>, inspections, quality checks, nonconformance reporting and maintenance observations.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>I think of the relationship this way:<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal; padding-left: 40px;\"><span style=\"font-size: 18px;\"><strong>Gemba creates the observation.<\/strong><\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal; padding-left: 40px;\"><span style=\"font-size: 18px;\"><strong>People provide context and judgment.<\/strong><\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal; padding-left: 40px;\"><span style=\"font-size: 18px;\"><strong>Digital tools capture the knowledge.<\/strong><\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal; padding-left: 40px;\"><span style=\"font-size: 18px;\"><strong>AI helps identify patterns and accelerate learning.<\/strong><\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\">\u00a0<\/p>\n<h2 style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><strong><span>Don\u2019t Digitize Waste<\/span><\/strong><\/h2>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>Lean practitioners should also remember something important: technology can automate waste just as easily as it can eliminate it.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>Before digitizing a process, ask whether the process should exist in its current form.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>Before automating a 30-question inspection, ask whether all 30 questions add value.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>Before feeding data into AI, ask whether anyone trusts the data today.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>That\u2019s Lean thinking.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\">\u00a0<\/p>\n<h2 style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><strong><span><img decoding=\"async\" src=\"https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/pdca%20plan%20do%20check%20act.jpg?width=338&#038;height=338&#038;name=pdca%20plan%20do%20check%20act.jpg\" width=\"338\" height=\"338\" loading=\"lazy\" alt=\"pdca plan do check act\" style=\"height: auto; max-width: 100%; width: 338px; float: left; margin: 0px 30px 0px 0px;\" srcset=\"https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/pdca%20plan%20do%20check%20act.jpg?width=169&#038;height=169&#038;name=pdca%20plan%20do%20check%20act.jpg 169w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/pdca%20plan%20do%20check%20act.jpg?width=338&#038;height=338&#038;name=pdca%20plan%20do%20check%20act.jpg 338w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/pdca%20plan%20do%20check%20act.jpg?width=507&#038;height=507&#038;name=pdca%20plan%20do%20check%20act.jpg 507w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/pdca%20plan%20do%20check%20act.jpg?width=676&#038;height=676&#038;name=pdca%20plan%20do%20check%20act.jpg 676w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/pdca%20plan%20do%20check%20act.jpg?width=845&#038;height=845&#038;name=pdca%20plan%20do%20check%20act.jpg 845w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/pdca%20plan%20do%20check%20act.jpg?width=1014&#038;height=1014&#038;name=pdca%20plan%20do%20check%20act.jpg 1014w\" sizes=\"auto, (max-width: 338px) 100vw, 338px\"\/>AI Changes the Tempo of PDCA<\/span><\/strong><\/h2>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>AI can dramatically accelerate <\/span><strong><span>Plan-Do-Check-Act<\/span><\/strong><span>.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>Imagine a problem-solving team analyzing years of quality records, maintenance history, supplier information, process parameters and previous corrective actions in minutes instead of days.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>AI can help develop better hypotheses faster.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>But someone still has to go to Gemba, understand what is actually happening, test the hypothesis, and determine whether the countermeasure worked.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal; padding-left: 40px;\"><span style=\"font-size: 24px;\"><strong>AI doesn\u2019t replace PDCA. It changes its tempo.<\/strong><\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\">\u00a0<\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>That may ultimately be AI\u2019s greatest contribution to Lean.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\">\u00a0<\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>For decades we\u2019ve focused on reducing production lead time. Perhaps we should now focus on another measure:<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal; padding-left: 40px;\"><span style=\"font-size: 24px;\"><strong>Learning lead time.<\/strong><\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\">\u00a0<\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>How quickly can we move from:<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal; text-align: left; padding-left: 40px;\"><span style=\"font-size: 24px;\"><strong>Problem \u2192 Observation \u2192 Insight \u2192 Experiment \u2192 Learning \u2192 Improvement?<\/strong><\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\">\u00a0<\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span><img decoding=\"async\" src=\"https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/point%20of%20work%20data%20collection.jpg?width=432&#038;height=288&#038;name=point%20of%20work%20data%20collection.jpg\" width=\"432\" height=\"288\" loading=\"lazy\" alt=\"point of work data collection\" style=\"height: auto; max-width: 100%; width: 432px; float: right; margin-left: 10px; margin-right: 0px;\" srcset=\"https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/point%20of%20work%20data%20collection.jpg?width=216&#038;height=144&#038;name=point%20of%20work%20data%20collection.jpg 216w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/point%20of%20work%20data%20collection.jpg?width=432&#038;height=288&#038;name=point%20of%20work%20data%20collection.jpg 432w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/point%20of%20work%20data%20collection.jpg?width=648&#038;height=432&#038;name=point%20of%20work%20data%20collection.jpg 648w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/point%20of%20work%20data%20collection.jpg?width=864&#038;height=576&#038;name=point%20of%20work%20data%20collection.jpg 864w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/point%20of%20work%20data%20collection.jpg?width=1080&#038;height=720&#038;name=point%20of%20work%20data%20collection.jpg 1080w, https:\/\/www.alphasoftware.com\/hs-fs\/hubfs\/point%20of%20work%20data%20collection.jpg?width=1296&#038;height=864&#038;name=point%20of%20work%20data%20collection.jpg 1296w\" sizes=\"auto, (max-width: 432px) 100vw, 432px\"\/>The organizations that win with AI won\u2019t necessarily be those that use the most AI. They\u2019ll be those that combine clear direction, Lean discipline, trustworthy frontline information, and human judgment with AI\u2019s analytical speed.<\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal; padding-left: 40px;\"><span style=\"font-size: 24px;\"><strong>Lean builds the discipline. AI changes the tempo.<\/strong><\/span><\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\">\u00a0<\/p>\n<p style=\"color: #222222; background-color: #ffffff; line-height: normal;\"><span>And before AI can think like your best people, it first has to <\/span><strong><span>see what they see.<\/span><\/strong><\/p>\n<\/div>\n<p><br \/>\n<br \/><a href=\"https:\/\/www.alphasoftware.com\/blog\/before-ai-can-think-like-your-best-people-it-has-to-see-what-they-see\">Source link <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence is moving quickly into manufacturing. It can analyze enormous amounts of data, recognize&#8230;<\/p>\n","protected":false},"author":1,"featured_media":1425,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[918,2170,2171],"tags":[],"class_list":["post-1424","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-manufacturing","category-quality"],"_links":{"self":[{"href":"https:\/\/x.sheep-mine.ts.net\/index.php\/wp-json\/wp\/v2\/posts\/1424","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/x.sheep-mine.ts.net\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/x.sheep-mine.ts.net\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/x.sheep-mine.ts.net\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/x.sheep-mine.ts.net\/index.php\/wp-json\/wp\/v2\/comments?post=1424"}],"version-history":[{"count":0,"href":"https:\/\/x.sheep-mine.ts.net\/index.php\/wp-json\/wp\/v2\/posts\/1424\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/x.sheep-mine.ts.net\/index.php\/wp-json\/wp\/v2\/media\/1425"}],"wp:attachment":[{"href":"https:\/\/x.sheep-mine.ts.net\/index.php\/wp-json\/wp\/v2\/media?parent=1424"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/x.sheep-mine.ts.net\/index.php\/wp-json\/wp\/v2\/categories?post=1424"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/x.sheep-mine.ts.net\/index.php\/wp-json\/wp\/v2\/tags?post=1424"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}