{"id":12898,"date":"2026-02-16T11:02:56","date_gmt":"2026-02-16T10:02:56","guid":{"rendered":"https:\/\/www.bergmanlabora.se\/smart-microscopy\/"},"modified":"2026-02-16T16:11:23","modified_gmt":"2026-02-16T15:11:23","slug":"smart-microscopy","status":"publish","type":"page","link":"https:\/\/www.bergmanlabora.se\/en\/smart-microscopy\/","title":{"rendered":"Smart Microscopy"},"content":{"rendered":"<p><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-no-small-visibility\" style=\"--awb-padding-bottom:130px;--awb-padding-left:110px;--awb-bg-image:url(&#039;https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/image-160-1.jpg&#039;);--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-column-has-bg-image\" data-bg-url=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/image-160-1.jpg\"><div class=\"fusion-title title fusion-title-1 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h1 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\"><h3 class=\"fusion-title-heading title-heading-left awb-responsive-type__disable fusion-live-editable medium-editor-element\" style=\"text-align: left;\" role=\"textbox\" contenteditable=\"true\" spellcheck=\"true\" data-inline-parent-cid=\"6\" data-inline-override-color=\"text_color\" data-inline-override-font-size=\"font_size\" data-inline-override-line-height=\"line_height\" data-inline-override-letter-spacing=\"letter_spacing\" data-inline-override-tag=\"size\" data-toolbar=\"full\" data-param=\"element_content\" data-medium-editor-element=\"true\" aria-multiline=\"true\" data-medium-editor-editor-index=\"1\" data-placeholder=\"Your Content Goes Here\" data-medium-focused=\"true\">SMART MICROSCOPY<\/h3><\/h1><\/div><div class=\"fusion-text fusion-text-1\" style=\"--awb-text-color:var(--awb-color1);--awb-text-font-family:&quot;Lato&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p><strong>Introduction and Key Principles<\/strong><\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-1 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-no-medium-visibility fusion-no-large-visibility\" style=\"--awb-padding-bottom:130px;--awb-padding-left:110px;--awb-padding-right-small:135px;--awb-padding-left-small:15px;--awb-bg-image:url(&#039;https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/image-160-1.jpg&#039;);--awb-bg-image-small:url(&#039;https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/image-160-2.jpg&#039;);--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-column-has-bg-image fusion-column-has-bg-image-small\" data-bg-url=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/image-160-1.jpg\"><div class=\"fusion-title title fusion-title-2 fusion-sep-none fusion-title-text fusion-title-size-one\" style=\"--awb-text-color:var(--awb-color1);--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;--awb-font-size:25px;\"><h1 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;font-size:1em;\"><h3 class=\"fusion-title-heading title-heading-left awb-responsive-type__disable fusion-live-editable medium-editor-element\" style=\"text-align: left;\" role=\"textbox\" contenteditable=\"true\" spellcheck=\"true\" data-inline-parent-cid=\"6\" data-inline-override-color=\"text_color\" data-inline-override-font-size=\"font_size\" data-inline-override-line-height=\"line_height\" data-inline-override-letter-spacing=\"letter_spacing\" data-inline-override-tag=\"size\" data-toolbar=\"full\" data-param=\"element_content\" data-medium-editor-element=\"true\" aria-multiline=\"true\" data-medium-editor-editor-index=\"1\" data-placeholder=\"Your Content Goes Here\" data-medium-focused=\"true\">SMART MICROSCOPY<\/h3><\/h1><\/div><div class=\"fusion-text fusion-text-2\" style=\"--awb-text-color:var(--awb-color1);--awb-text-font-family:&quot;Lato&quot;;--awb-text-font-style:normal;--awb-text-font-weight:400;\"><p><strong>Introduction and Key Principles<\/strong><\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-2 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-2 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-padding-top:46px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-3 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-right:75px;--awb-margin-left:75px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Smart Microscopy &#8211; Background and Application<\/h3><\/div><div class=\"fusion-text fusion-text-3\" style=\"--awb-margin-right:75px;--awb-margin-left:75px;\"><p>The development and deployment of automated imaging workflows-ranging from conventional microscopy to advanced systems used in autonomous vehicles-have progressed through several technological phases.<\/p>\n<p>Today, Smart Microscopy is positioned to transform the Research &amp; Development (R&amp;D) and Quality Control (QC) landscape across multiple industries.<\/p>\n<p>Light microscopes have long served as essential instruments for investigating the micro and, more recently, nanoscale structure of the world.<\/p>\n<p>Across diverse fields, experts have relied on manual observation to build a deep, often highly personal, understanding of specific specimens. Globally, millions of manual assessments are conducted each day: from algae (used as indicators of climate change), to packaging materials (evaluated for QC), to aluminum (monitored for adherence to industrial standards), and human biopsies (critical in diagnostic workflows). <\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-3 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-justify-content-center fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-3 fusion_builder_column_3_4 3_4 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:75%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.56%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:2.56%;--awb-width-medium:75%;--awb-order-medium:0;--awb-spacing-right-medium:2.56%;--awb-spacing-left-medium:2.56%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-video fusion-selfhosted-video\" style=\"align-self:center;max-width:100%;\"><div class=\"video-wrapper\"><video playsinline=\"true\" width=\"100%\" style=\"object-fit: cover;\" autoplay=\"true\" muted=\"true\" loop=\"true\" preload=\"auto\"><source src=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/download-p1h9q4fana1hepd4u1iu318l2m5e4-nikon_eclipse_ji_short_4_automation.mp4\" type=\"video\/mp4\">Sorry, your browser doesn&#039;t support embedded videos.<\/video><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-4 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-margin-top:40px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-4 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-1 hover-type-none\"><img decoding=\"async\" width=\"2223\" height=\"1482\" title=\"GA section\" data-src=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/GA-section.jpg\" alt class=\"img-responsive wp-image-12902 lazyload\" data-srcset=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/GA-section-200x133.jpg 200w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/GA-section-400x267.jpg 400w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/GA-section-600x400.jpg 600w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/GA-section-800x533.jpg 800w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/GA-section-1200x800.jpg 1200w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/GA-section.jpg 2223w\" data-sizes=\"(max-width: 640px) 100vw, 600px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 2223px; --smush-placeholder-aspect-ratio: 2223\/1482;\" \/><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-5 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-4\" style=\"--awb-margin-right:75px;\"><p>The year 2024 demonstrated the transformative potential of generative artificial intelligence when applied to large language models. AI based assistants are rapidly becoming indispensable tools and will increasingly take over tasks related to qualification, categorization, solution generation, and even the selection of appropriate actions through naturallanguage reasoning. <\/p>\n<p>It is worth questioning why a senior primarycare physician who has interacted with only tens of thousands of cases would necessarily outperform an AI system capable of analyzing hundreds of thousands-or even millions-of cases. While physicians do not work in isolation, the opportunity to enhance human wellbeing through AI assistance is evident. <\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-5 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" id=\"sm_26\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-6 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-no-small-visibility\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:30px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:30px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-2 hover-type-none\"><a class=\"fusion-no-lightbox\" href=\"#awb-oc__12880\" target=\"_self\" aria-label=\"White Paper\"><img decoding=\"async\" width=\"1920\" height=\"385\" data-src=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper.jpg\" alt class=\"img-responsive wp-image-12923 lazyload\" data-srcset=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper-200x40.jpg 200w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper-400x80.jpg 400w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper-600x120.jpg 600w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper-800x160.jpg 800w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper-1200x241.jpg 1200w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper.jpg 1920w\" data-sizes=\"(max-width: 640px) 100vw, 1200px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1920px; --smush-placeholder-aspect-ratio: 1920\/385;\" \/><\/a><\/span><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-7 fusion_builder_column_1_1 1_1 fusion-flex-column fusion-no-medium-visibility fusion-no-large-visibility\" style=\"--awb-padding-top-small:0px;--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:30px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:30px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-margin-top-small:0px;--awb-spacing-right-small:1.92%;--awb-margin-bottom-small:0px;--awb-spacing-left-small:1.92%;\" data-scroll-devices=\"small-visibility,medium-visibility,large-visibility\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-3 hover-type-none\"><a class=\"fusion-no-lightbox\" href=\"#awb-oc__12880\" target=\"_self\" aria-label=\"White Paper\"><img decoding=\"async\" width=\"1920\" height=\"385\" data-src=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper.jpg\" alt class=\"img-responsive wp-image-12923 lazyload\" data-srcset=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper-200x40.jpg 200w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper-400x80.jpg 400w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper-600x120.jpg 600w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper-800x160.jpg 800w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper-1200x241.jpg 1200w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Whitepaper.jpg 1920w\" data-sizes=\"(max-width: 640px) 100vw, 1200px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1920px; --smush-placeholder-aspect-ratio: 1920\/385;\" \/><\/a><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-6 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-margin-top:40px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-center fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-8 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:75px;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:75px;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-5\"><p>A comparable model applied to images, rather than language, offers distinct advantages. Deploying such imagebased AI systems in knowledgeintensive environments could have significant impact. Similarly, one may ask why a senior pathologist, with experience in tens of thousands of cases, would outperform an imageanalysis AI trained on magnitudes more data.  <\/p>\n<p>Challenges do exist. These include the complexity and scarcity of representative images required to train reliable AI models, as well as the technical components necessary to realize a fully automated imaging workflow tailored to specific applications. <\/p>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-9 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"--awb-max-width:450px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\" fusion-imageframe imageframe-none imageframe-4 hover-type-none\" style=\"border-radius:15px;\"><img decoding=\"async\" width=\"1106\" height=\"830\" title=\"NIS-Elements_2CE-MPCJ-2_8\" data-src=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/NIS-Elements_2CE-MPCJ-2_8.jpg\" alt class=\"img-responsive wp-image-12903 lazyload\" data-srcset=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/NIS-Elements_2CE-MPCJ-2_8-200x150.jpg 200w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/NIS-Elements_2CE-MPCJ-2_8-400x300.jpg 400w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/NIS-Elements_2CE-MPCJ-2_8-600x450.jpg 600w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/NIS-Elements_2CE-MPCJ-2_8-800x600.jpg 800w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/NIS-Elements_2CE-MPCJ-2_8.jpg 1106w\" data-sizes=\"(max-width: 640px) 100vw, 600px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 1106px; --smush-placeholder-aspect-ratio: 1106\/830;\" \/><\/span><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-7 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-margin-top:35px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-10 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-image:url(&#039;https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/QATM.jpg&#039;);--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column fusion-column-has-bg-image\" data-bg-url=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/QATM.jpg\"><div class=\"fusion-title title fusion-title-4 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top:50px;--awb-margin-right:75px;--awb-margin-left:75px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:10px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">Smart Microscopy can be adopted at varying levels of automation and intelligence within both R&amp;D and QC environments:<\/h3><\/div><div class=\"fusion-text fusion-text-6\" style=\"--awb-margin-right:75px;--awb-margin-left:75px;--awb-margin-left-small:10px;\"><p><b>1st Image-Analysis-Assisted Decision Making<\/b><\/p>\n<p>Purpose: Identification of product and process improvements, and\/or pass-fail assessments. Requirements: Human operator, manual microscope, camera, and software with relevant imageanalysis tools (AI assisted or not). Workflow: The operator identifies areas of interest and manually executes the image analysis to support decision making.  <\/p>\n<p><b>2 SemiAutomated ImageAnalysisAssisted Decision Making<\/b><\/p>\n<p>Purpose: As above. Requirements: Human operator, motorised microscope, camera, and appropriate software (AI assisted or not). Workflow: The operator initiates the workflow; the software then identifies areas of interest and performs the image analysis to support decision making.  <\/p>\n<p><b>3 Fully Automated ImageAnalysisAssisted Decision Making<\/b><\/p>\n<p>Purpose: As above. Requirements: Motorised microscope, camera, and suitable imageanalysis software (AI assisted or not). Workflow: An external trigger initiates the workflow; the software autonomously identifies areas of interest and executes the analysis to generate decisions.  <\/p>\n<\/div><div class=\"fusion-builder-row fusion-builder-row-inner fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"--awb-min-height:no;--awb-min-height-medium:no;--awb-min-height-small:no;--awb-flex-grow:0;--awb-flex-grow-medium:0;--awb-flex-grow-small:0;--awb-flex-shrink:0;--awb-flex-shrink-medium:0;--awb-flex-shrink-small:0;width:104% !important;max-width:104% !important;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-0 fusion_builder_column_inner_1_2 1_2 fusion-flex-column\" style=\"--awb-overflow:hidden;--awb-bg-size:cover;--awb-border-radius:50px 50px 50px 50px;--awb-width-large:50%;--awb-margin-top-large:50px;--awb-spacing-right-large:0%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:0%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-center fusion-content-layout-column\"><div class=\"fusion-image-element \" style=\"text-align:center;--awb-aspect-ratio:3 \/ 2;--awb-max-width:400px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><div style=\"display:inline-block;width:400px;\"><span class=\" fusion-imageframe imageframe-none imageframe-5 hover-type-none has-aspect-ratio\" style=\"border-radius:20px;\"><img decoding=\"async\" width=\"2480\" height=\"1993\" title=\"Brain X-ray (HUGE)\" data-src=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Brain-Image-iStock-171263511_300dpi.jpg\" class=\"img-responsive wp-image-12904 img-with-aspect-ratio lazyload\" data-parent-fit=\"cover\" data-parent-container=\".fusion-image-element\" alt data-srcset=\"https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Brain-Image-iStock-171263511_300dpi-200x161.jpg 200w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Brain-Image-iStock-171263511_300dpi-400x321.jpg 400w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Brain-Image-iStock-171263511_300dpi-600x482.jpg 600w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Brain-Image-iStock-171263511_300dpi-800x643.jpg 800w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Brain-Image-iStock-171263511_300dpi-1200x964.jpg 1200w, https:\/\/www.bergmanlabora.se\/wp-content\/uploads\/2026\/02\/Brain-Image-iStock-171263511_300dpi.jpg 2480w\" data-sizes=\"(max-width: 640px) 100vw, 600px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 2480px; --smush-placeholder-aspect-ratio: 2480\/1993;\" \/><\/span><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column_inner fusion-builder-nested-column-1 fusion_builder_column_inner_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:66px;--awb-spacing-right-large:14.592%;--awb-margin-bottom-large:50px;--awb-spacing-left-large:0%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:14.592%;--awb-spacing-left-medium:0%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-text fusion-text-7\" style=\"--awb-margin-left-small:10px;\"><p>All of these configurations qualify as &#8220;Smart&#8221; systems-meaning intelligent, rather than simply advanced in appearance. However, the degree of automation and the number of feedback loops integrated into the experimental workflow ultimately determine how &#8220;smart&#8221; the system truly is. <\/p>\n<p>Importantly, all fundamental components required to develop both simple and highly complex Smart Microscopy systems, across industrial and life science applications, already exist today.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-8 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-11 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:1.92%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:1.92%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:1.92%;--awb-spacing-left-medium:1.92%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-5 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-right:75px;--awb-margin-left:75px;--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">How BergmanLabora AB can support customers in developing, implementing and maintaining Smart Microscopy systems<\/h3><\/div><div class=\"fusion-text fusion-text-8\" style=\"--awb-margin-right:75px;--awb-margin-left:75px;\"><p>Smart Microscopy integrates automated imaging, AI driven analysis, and intelligent workflows to enable faster, more accurate decisionmaking in both research and industrial environments. BergmanLabora AB is well positioned to support customers throughout the entire adoption journey-from defining needs to full operational implementation. <\/p>\n<p>Below is a structured overview of how BergmanLabora AB can provide value.<\/p>\n<\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-9 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-12 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:50px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"accordian fusion-accordian\" style=\"--awb-border-size:1px;--awb-icon-size:16px;--awb-content-font-size:16px;--awb-icon-alignment:left;--awb-hover-color:#f9f9fb;--awb-border-color:#e2e2e2;--awb-background-color:#ffffff;--awb-divider-color:#e2e2e2;--awb-divider-hover-color:#e2e2e2;--awb-icon-color:#ffffff;--awb-title-color:#9d2235;--awb-content-color:#354052;--awb-icon-box-color:#212934;--awb-toggle-hover-accent-color:#65bc7b;--awb-title-font-family:&quot;Lato&quot;;--awb-title-font-weight:400;--awb-title-font-style:normal;--awb-content-font-family:&quot;Roboto&quot;;--awb-content-font-style:normal;--awb-content-font-weight:300;\"><div class=\"panel-group fusion-toggle-icon-boxed\" id=\"accordion-12898-1\"><div class=\"fusion-panel panel-default panel-b83d45c4529d8eeeb fusion-toggle-has-divider\" style=\"--awb-title-color:#9d2235;--awb-content-color:#354052;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_b83d45c4529d8eeeb\"><a aria-expanded=\"false\" aria-controls=\"b83d45c4529d8eeeb\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-12898-1\" data-target=\"#b83d45c4529d8eeeb\" href=\"#b83d45c4529d8eeeb\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">1. Needs Assessment &amp; Workflow Analysis  <\/span><\/a><\/h4><\/div><div id=\"b83d45c4529d8eeeb\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_b83d45c4529d8eeeb\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p><strong>BergmanLabora AB can help customers identify:<\/strong><\/p>\n<ul>\n<li>Where manual microscopy creates bottlenecks<\/li>\n<li>Which imaging tasks are suitable for automation<\/li>\n<li>What level of Smart Microscopy (assisted, semiautomated, or fully automated) fits their environment<\/li>\n<li>Required imageanalysis tools or AI modules<\/li>\n<\/ul>\n<p><strong>Deliverables could include:<\/strong><\/p>\n<ul>\n<li>Workflow mapping<\/li>\n<li>ROI expectations<\/li>\n<li>Technical feasibility analysis<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-73b37a81dbcffe867 fusion-toggle-has-divider\" style=\"--awb-title-color:#9d2235;--awb-content-color:#354052;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_73b37a81dbcffe867\"><a aria-expanded=\"false\" aria-controls=\"73b37a81dbcffe867\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-12898-1\" data-target=\"#73b37a81dbcffe867\" href=\"#73b37a81dbcffe867\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">2. system design &amp; solution configuration  <\/span><\/a><\/h4><\/div><div id=\"73b37a81dbcffe867\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_73b37a81dbcffe867\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p><strong>Smart Microscopy solutions often require the right combination of:<\/strong><\/p>\n<ul>\n<li>Manual or motorized microscopes<\/li>\n<li>Cameras and optics<\/li>\n<li>Image analysis software (including AIbased modules)<\/li>\n<li>Automation components (stages, triggers, environmental controls)<\/li>\n<\/ul>\n<p><strong>BergmanLabora AB can provide:<\/strong><\/p>\n<ul>\n<li>Tailored system configurations for Research &amp; Development or Quality Control<\/li>\n<li>Recommendations on hardware-software integration<\/li>\n<li>Support in selecting the correct automation level for scalability<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-1d2fd0e911d48156b fusion-toggle-has-divider\" style=\"--awb-title-color:#9d2235;--awb-content-color:#354052;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_1d2fd0e911d48156b\"><a aria-expanded=\"false\" aria-controls=\"1d2fd0e911d48156b\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-12898-1\" data-target=\"#1d2fd0e911d48156b\" href=\"#1d2fd0e911d48156b\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">3. installation, calibration &amp; validation To ensure a reliable system<\/span><\/a><\/h4><\/div><div id=\"1d2fd0e911d48156b\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_1d2fd0e911d48156b\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p><strong>To ensure a reliable system, BergmanLabora AB can offer:<\/strong><\/p>\n<ul>\n<li>Professional installation and hardware calibration<\/li>\n<li>Software setup, including presets for specific sample types<\/li>\n<li>Validation of imaging workflows (e.g., precision, repeatability, accuracy)<\/li>\n<li>Documentation for regulatory or quality assurance needs<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-95ed9dde877c37c02 fusion-toggle-has-divider\" style=\"--awb-title-color:#9d2235;--awb-content-color:#354052;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_95ed9dde877c37c02\"><a aria-expanded=\"false\" aria-controls=\"95ed9dde877c37c02\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-12898-1\" data-target=\"#95ed9dde877c37c02\" href=\"#95ed9dde877c37c02\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">4 Training &amp; Competency Development Adopting Smart Microscopy requires new skills.<\/span><\/a><\/h4><\/div><div id=\"95ed9dde877c37c02\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_95ed9dde877c37c02\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p><strong>Adopting Smart Microscopy requires new skills. BergmanLabora AB can provide:<\/strong><\/p>\n<ul>\n<li>Operator training on microscope use and automated workflows<\/li>\n<li>Training in AIassisted image analysis<\/li>\n<li>Bestpractice methods for sample handling and imaging consistency<\/li>\n<li>Troubleshooting and workflow optimization education<\/li>\n<\/ul>\n<p>Training may be delivered onsite, remotely, or through structured programs.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-13 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"accordian fusion-accordian\" style=\"--awb-border-size:1px;--awb-icon-size:16px;--awb-content-font-size:16px;--awb-icon-alignment:left;--awb-hover-color:#f9f9fb;--awb-border-color:#e2e2e2;--awb-background-color:#ffffff;--awb-divider-color:#e2e2e2;--awb-divider-hover-color:#e2e2e2;--awb-icon-color:#ffffff;--awb-title-color:#9d2235;--awb-content-color:#354052;--awb-icon-box-color:#212934;--awb-toggle-hover-accent-color:#65bc7b;--awb-title-font-family:&quot;Lato&quot;;--awb-title-font-weight:400;--awb-title-font-style:normal;--awb-content-font-family:&quot;Roboto&quot;;--awb-content-font-style:normal;--awb-content-font-weight:300;\"><div class=\"panel-group fusion-toggle-icon-boxed\" id=\"accordion-12898-2\"><div class=\"fusion-panel panel-default panel-db65fc6b2086aa636 fusion-toggle-has-divider\" style=\"--awb-title-color:#9d2235;--awb-content-color:#354052;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_db65fc6b2086aa636\"><a aria-expanded=\"false\" aria-controls=\"db65fc6b2086aa636\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-12898-2\" data-target=\"#db65fc6b2086aa636\" href=\"#db65fc6b2086aa636\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">5 AI Assisted Image Analysis Implementation<\/span><\/a><\/h4><\/div><div id=\"db65fc6b2086aa636\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_db65fc6b2086aa636\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p><strong>BergmanLabora AB can help customers:<\/strong><\/p>\n<ul>\n<li>Configure analysis modules for specific specimen types (biological samples, materials, packaging, etc.)<\/li>\n<li>Develop automated pass\/fail criteria<\/li>\n<li>Set up feature recognition, segmentation, and classification workflows<\/li>\n<li>Assist with algorithm training or model selection<\/li>\n<\/ul>\n<p>This ensures customers get meaningful, reproducible insights from their imaging data.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-e24df75877493a3aa fusion-toggle-has-divider\" style=\"--awb-title-color:#9d2235;--awb-content-color:#354052;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_e24df75877493a3aa\"><a aria-expanded=\"false\" aria-controls=\"e24df75877493a3aa\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-12898-2\" data-target=\"#e24df75877493a3aa\" href=\"#e24df75877493a3aa\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">6. integration with laboratory or production systems<\/span><\/a><\/h4><\/div><div id=\"e24df75877493a3aa\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_e24df75877493a3aa\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p><strong>For customers aiming toward full automation, support can include:<\/strong><\/p>\n<ul>\n<li>Linking Smart Microscopy to LIMS, MES, QC databases, or ERP systems<\/li>\n<li>Creating external triggers for automated acquisition<\/li>\n<li>Integrating real-time analysis into production lines<\/li>\n<li>Designing closedloop feedback systems for process control<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-ea07881fd0300fb55 fusion-toggle-has-divider\" style=\"--awb-title-color:#9d2235;--awb-content-color:#354052;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_ea07881fd0300fb55\"><a aria-expanded=\"false\" aria-controls=\"ea07881fd0300fb55\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-12898-2\" data-target=\"#ea07881fd0300fb55\" href=\"#ea07881fd0300fb55\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">7. continuous support, maintenance &amp; optimization  <\/span><\/a><\/h4><\/div><div id=\"ea07881fd0300fb55\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_ea07881fd0300fb55\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p><strong>To maintain longterm performance:<\/strong><\/p>\n<ul>\n<li>Preventive maintenance and calibration<\/li>\n<li>Onsite or remote technical support<\/li>\n<li>Software updates, including new AI features<\/li>\n<li>Upgrades as automation needs evolve<\/li>\n<\/ul>\n<p>BergmanLabora AB can also help customers scale from small pilot projects to fully automated imaging ecosystems.<\/p>\n<\/div><\/div><\/div><div class=\"fusion-panel panel-default panel-150bd096580cc5400 fusion-toggle-has-divider\" style=\"--awb-title-color:#9d2235;--awb-content-color:#354052;\"><div class=\"panel-heading\"><h4 class=\"panel-title toggle\" id=\"toggle_150bd096580cc5400\"><a aria-expanded=\"false\" aria-controls=\"150bd096580cc5400\" role=\"button\" data-toggle=\"collapse\" data-parent=\"#accordion-12898-2\" data-target=\"#150bd096580cc5400\" href=\"#150bd096580cc5400\"><span class=\"fusion-toggle-icon-wrapper\" aria-hidden=\"true\"><i class=\"fa-fusion-box active-icon awb-icon-minus\" aria-hidden=\"true\"><\/i><i class=\"fa-fusion-box inactive-icon awb-icon-plus\" aria-hidden=\"true\"><\/i><\/span><span class=\"fusion-toggle-heading\">8. codevelopment &amp; innovation partnering  <\/span><\/a><\/h4><\/div><div id=\"150bd096580cc5400\" class=\"panel-collapse collapse \" aria-labelledby=\"toggle_150bd096580cc5400\"><div class=\"panel-body toggle-content fusion-clearfix\">\n<p><strong>For customers with advanced or unique needs, BergmanLabora AB can act as a strategic partner:<\/strong><\/p>\n<ul>\n<li>Codeveloping automated imaging workflows<\/li>\n<li>Customizing AIanalysis algorithms<\/li>\n<li>Supporting research projects and innovation grants<\/li>\n<\/ul>\n<p>This positions the company not just as a supplier, but as a development partner.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-10 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1248px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-14 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-title title fusion-title-6 fusion-sep-none fusion-title-text fusion-title-size-three\" style=\"--awb-margin-top-small:10px;--awb-margin-right-small:0px;--awb-margin-bottom-small:10px;--awb-margin-left-small:0px;\"><h3 class=\"fusion-title-heading title-heading-left\" style=\"margin:0;\">BergmanLabora AB can support customers in Smart Microscopy through:<\/h3><\/div><div class=\"fusion-text fusion-text-9\"><ul>\n<li>Needs assessment &amp; consulting<\/li>\n<li>System design and configuration<\/li>\n<li>Installation, calibration &amp; workflow validation<\/li>\n<li>Training and skills development<\/li>\n<li>Traditional and\/or AI driven image analysis setup<\/li>\n<li>System integration into laboratory or production environments<\/li>\n<li>Longterm service and continuous improvement<\/li>\n<li>Innovation and codevelopment partnershipsReach out to our team of dedicated specialists to find out more about to BergmanLabora AB can support you in transitioning to truly Smart Microscopy.<\/li>\n<\/ul>\n<\/div><\/div><\/div><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-15 fusion_builder_column_1_2 1_2 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:50%;--awb-margin-top-large:0px;--awb-spacing-right-large:3.84%;--awb-margin-bottom-large:20px;--awb-spacing-left-large:3.84%;--awb-width-medium:50%;--awb-order-medium:0;--awb-spacing-right-medium:3.84%;--awb-spacing-left-medium:3.84%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:1.92%;--awb-spacing-left-small:1.92%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div data-form-id=\"4de61e82-1c0b-f111-8407-7ced8d46ed49\" data-form-api-url=\"https:\/\/public-eur.mkt.dynamics.com\/api\/v1.0\/orgs\/efcc6094-bf37-44ea-a0ca-ea6fb6ef379d\/landingpageforms\" data-cached-form-url=\"https:\/\/assets-eur.mkt.dynamics.com\/efcc6094-bf37-44ea-a0ca-ea6fb6ef379d\/digitalassets\/forms\/4de61e82-1c0b-f111-8407-7ced8d46ed49\"><\/div>\n        <script src=\"https:\/\/cxppusa1formui01cdnsa01-endpoint.azureedge.net\/eur\/FormLoader\/FormLoader.bundle.js\"><\/script><\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":13,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-12898","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Smart Microscopy - BergmanLabora<\/title>\n<meta name=\"description\" content=\"Smart microscopy has evolved from conventional microscopes to advanced systems. 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