{"id":19133,"date":"2026-07-19T19:34:34","date_gmt":"2026-07-19T17:34:34","guid":{"rendered":"https:\/\/ezway-technology.com\/embedded-ai-computer-vision-industrial-quality-control\/"},"modified":"2026-07-20T14:20:22","modified_gmt":"2026-07-20T12:20:22","slug":"embedded-ai-machine-vision","status":"publish","type":"page","link":"https:\/\/ezway-technology.com\/en\/embedded-ai-machine-vision\/","title":{"rendered":"Embedded AI: Computer Vision &#038; Industrial Quality Control"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"19133\" class=\"elementor elementor-19133 elementor-19003\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-428bd15 e-flex e-con-boxed e-con e-parent\" data-id=\"428bd15\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f3ba08f e-flex e-con-boxed 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var(--border);margin-top:20px}\n.ezfiche footer .wrap{display:flex;justify-content:space-between;gap:16px;flex-wrap:wrap}\n.ezfiche a.btn:focus-visible, .ezfiche .navlinks a:focus-visible{outline:2px solid var(--accent-bright);outline-offset:3px}\n<\/style>\n<div class=\"ezfiche\">\n<header class=\"hero\"><div class=\"wrap\"><div class=\"grid2\">\n  <div>\n    <p class=\"eyebrow kicker\">Product sheet \u00b7 Industrial embedded AI<\/p>\n    <h1>The AI that spots defects before they ship<\/h1>\n    <p class=\"lede\">Vision and detection embedded on your line: real-time analysis, 100% quality control, go \/ no-go decision support. The model runs <strong>on-site<\/strong> \u2014 your images never leave for the cloud.<\/p>\n  <\/div>\n  <div class=\"scope\" role=\"img\" aria-label=\"Industrial detection view: parts under analysis, one conforming, one with a flagged defect\">\n    <span class=\"corner c1\"><\/span><span class=\"corner c2\"><\/span><span class=\"corner c3\"><\/span><span class=\"corner c4\"><\/span>\n    <div class=\"scan\"><\/div>\n    <div class=\"bbox b1\" style=\"left:16%;top:24%;width:30%;height:28%\"><span class=\"lab\">OK \u00b7 99%<\/span><\/div>\n    <div class=\"bbox bad b2\" style=\"left:55%;top:40%;width:26%;height:24%\"><span class=\"lab\">DEFECT \u00b7 scratch<\/span><\/div>\n    <div class=\"bbox b3\" style=\"left:26%;top:62%;width:22%;height:20%\"><span class=\"lab\">OK \u00b7 98%<\/span><\/div>\n  <\/div>\n<\/div>\n  <div class=\"stats\">\n    <div class=\"stat\"><div class=\"n\">100%<\/div><div class=\"l\">of parts inspected, not a sample<\/div><\/div>\n    <div class=\"stat\"><div class=\"n\">&lt;100 ms<\/div><div class=\"l\">per part, at line speed<\/div><\/div>\n    <div class=\"stat\"><div class=\"n\">0<\/div><div class=\"l\">images sent off-site (edge)<\/div><\/div>\n    <div class=\"stat\"><div class=\"n\">24\/7<\/div><div class=\"l\">no fatigue, no variation from one operator to the next<\/div><\/div>\n  <\/div>\n<\/div><\/header>\n\n<section class=\"band\"><div class=\"wrap\">\n  <div class=\"sec-h\"><span class=\"num\">01<\/span><h2>Visual inspection can't keep up anymore<\/h2><\/div>\n  <div class=\"cols2\">\n    <p class=\"prose\" style=\"color:var(--muted)\">In manufacturing, in assembly or on a structure, human inspection is slow, subjective and can't see everything. Defects slip through and are caught too late \u2014 by the customer, at final assembly, at the regulatory check \u2014 and there they cost ten times more.<\/p>\n    <div class=\"painlist\">\n      <div class=\"pain\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M2 12s3.5-7 10-7 10 7 10 7-3.5 7-10 7-10-7-10-7z\"\/><path d=\"M4 4l16 16\"\/><\/svg><span>Sample-based control lets through whatever it didn't look at.<\/span><\/div>\n      <div class=\"pain\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"9\"\/><path d=\"M12 7v5l3 2\"\/><\/svg><span>A defect caught at final assembly or at the customer costs far more than upstream.<\/span><\/div>\n      <div class=\"pain\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M4 6h16M4 12h10M4 18h7\"\/><\/svg><span>Two operators, two verdicts: no stable criterion, no proof.<\/span><\/div>\n    <\/div>\n  <\/div>\n<\/div><\/section>\n\n<section id=\"secteurs\"><div class=\"wrap\">\n  <div class=\"sec-h\"><span class=\"num\">02<\/span><h2>Built for industry<\/h2><\/div>\n  <p class=\"prose\" style=\"color:var(--muted);margin-bottom:26px\">The same vision engine, calibrated on your parts and your criteria, whatever the sector.<\/p>\n  <div class=\"sectors\">\n    <div class=\"sector\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M3 21V9l6 3V9l6 3V9l6 3v9z\"\/><\/svg><\/div><h3>Manufacturing<\/h3><p>Surface defects, dimensions, material presence.<\/p><\/div>\n    <div class=\"sector\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M3 21h18M6 21V8l6-4 6 4v13\"\/><path d=\"M10 21v-5h4v5\"\/><\/svg><\/div><h3>Construction \/ Structures<\/h3><p>Defects, cracks, conformity of rework and finish.<\/p><\/div>\n    <div class=\"sector\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M2 12l20-7-7 20-3-8z\"\/><\/svg><\/div><h3>Aerospace \/ MRO<\/h3><p>Surface inspection, rivets, corrosion, part traceability.<\/p><\/div>\n    <div class=\"sector\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><circle cx=\"7\" cy=\"12\" r=\"3\"\/><circle cx=\"17\" cy=\"12\" r=\"3\"\/><path d=\"M10 12h4M2 12H1M23 12h-1\"\/><\/svg><\/div><h3>Assembly line<\/h3><p>Presence, position and orientation of components.<\/p><\/div>\n    <div class=\"sector\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M12 3l8 4v5c0 5-3.5 8-8 9-4.5-1-8-4-8-9V7z\"\/><path d=\"M9 12l2 2 4-4\"\/><\/svg><\/div><h3>Quality control<\/h3><p>Automatic pass \/ fail sorting, with proof to back it up.<\/p><\/div>\n  <\/div>\n<\/div><\/section>\n\n<section class=\"band\" id=\"capacites\"><div class=\"wrap\">\n  <div class=\"sec-h\"><span class=\"num\">03<\/span><h2>What it does<\/h2><\/div>\n  <div class=\"cols3\">\n    <div class=\"card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><rect x=\"3\" y=\"5\" width=\"18\" height=\"14\" rx=\"2\"\/><circle cx=\"12\" cy=\"12\" r=\"3\"\/><\/svg><\/div>\n      <h3>Detect<\/h3><p>Scratches, cracks, missing material, burrs, corrosion, absent or misaligned parts \u2014 spotted and located on the image.<\/p><\/div>\n    <div class=\"card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M3 3v18h18\"\/><path d=\"M7 14l3-3 3 3 5-6\"\/><\/svg><\/div>\n      <h3>Analyze<\/h3><p>Measurements, counting, dimensional conformity, trends: the line talks, and drift shows up before the breakdown.<\/p><\/div>\n    <div class=\"card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M9 11l3 3L22 4\"\/><path d=\"M21 12v7a2 2 0 0 1-2 2H5a2 2 0 0 1-2-2V5a2 2 0 0 1 2-2h11\"\/><\/svg><\/div>\n      <h3>Decide<\/h3><p>Instant go \/ no-go verdict, automatic sorting, workstation alert \u2014 with the confidence level displayed.<\/p><\/div>\n    <div class=\"card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><rect x=\"4\" y=\"4\" width=\"16\" height=\"16\" rx=\"2\"\/><path d=\"M8 2v4M16 2v4M4 10h16\"\/><\/svg><\/div>\n      <h3>Trace<\/h3><p>Every part, every verdict, every image time-stamped: an evidence file for the customer and for compliance.<\/p><\/div>\n    <div class=\"card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M13 2L3 14h7l-1 8 10-12h-7z\"\/><\/svg><\/div>\n      <h3>Embedded (edge)<\/h3><p>Runs on a local box next to the camera. No cloud, no latency, no images leaving.<\/p><\/div>\n    <div class=\"card\"><div class=\"ic\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"3\"\/><path d=\"M12 3v3M12 18v3M3 12h3M18 12h3M5 5l2 2M17 17l2 2M5 19l2-2M17 7l2-2\"\/><\/svg><\/div>\n      <h3>Integrates with the line<\/h3><p>Connects to your cameras, controllers (PLC), MES and CMMS to trigger ejection, stop or ticket.<\/p><\/div>\n  <\/div>\n<\/div><\/section>\n\n<section><div class=\"wrap\">\n  <div class=\"sec-h\"><span class=\"num\">04<\/span><h2>Three concrete situations<\/h2><\/div>\n  <div class=\"cols3\">\n    <div class=\"uc\"><div class=\"tag\">Aerospace<\/div><h3>Surface inspection<\/h3><p>Checks rivets, scratches and early corrosion on a part or fuselage. The AI pre-sorts, the inspector focuses on the flagged cases and signs off the proof.<\/p><\/div>\n    <div class=\"uc\"><div class=\"tag\">Assembly<\/div><h3>Visual poka-yoke<\/h3><p>Verifies at the end of the station that all components are present, correctly oriented and at the right position. Blocks the line if a part is missing.<\/p><\/div>\n    <div class=\"uc\"><div class=\"tag\">Construction<\/div><h3>Structure inspection<\/h3><p>From a tablet on site: detection of cracks, defects and finish discrepancies, with a dated photo report generated automatically.<\/p><\/div>\n  <\/div>\n<\/div><\/section>\n\n<section class=\"band\" id=\"hybride\"><div class=\"wrap\">\n  <div class=\"sec-h\"><span class=\"num\">05<\/span><h2>AI detects, the expert decides<\/h2><\/div>\n  <p class=\"prose\" style=\"color:var(--muted);margin-bottom:24px\">No AI decides alone on a safety or regulatory matter. Our vision model is <strong>pre-trained on public and synthetic data<\/strong>, then calibrated on your parts \u2014 and every doubtful case is escalated to a human. Our teams handle the backtesting and annotation; your data, meanwhile, never leaves your site.<\/p>\n  <div class=\"hybrid\">\n    <div class=\"flowbox\">\n      <div class=\"eyebrow\" style=\"color:var(--accent)\">The decision loop<\/div>\n      <div class=\"flow\">\n        <div class=\"node ai\"><div class=\"t\">Embedded AI<\/div><div class=\"v\">Detects & scores<\/div><\/div>\n        <svg class=\"arrow\" width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M5 12h14M13 6l6 6-6 6\"\/><\/svg>\n        <div class=\"node\"><div class=\"t\">Confidence<\/div><div class=\"v\">Sure \u2192 auto<\/div><\/div>\n        <svg class=\"arrow\" width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\"><path d=\"M5 12h14M13 6l6 6-6 6\"\/><\/svg>\n        <div class=\"node human\"><div class=\"t\">Doubt \u2192 human<\/div><div class=\"v\">Expert validates<\/div><\/div>\n      <\/div>\n      <p style=\"color:var(--muted);font-size:.92rem;margin-top:14px\">The confidence threshold is tuned to your requirements: the higher it is, the more the human is involved. You set the quality \/ throughput slider.<\/p>\n    <\/div>\n    <div class=\"flowbox\" style=\"background:var(--raise)\">\n      <div class=\"eyebrow\" style=\"color:var(--accent)\">What our team does<\/div>\n      <div style=\"display:grid;gap:10px;margin-top:12px\">\n        <div style=\"display:flex;gap:9px\"><svg width=\"18\" height=\"18\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"var(--pass)\" stroke-width=\"2.4\" style=\"flex:0 0 auto;margin-top:3px\"><path d=\"M5 12l4 4L19 6\"\/><\/svg><span style=\"font-size:.94rem;color:var(--muted)\"><strong style=\"color:var(--ink)\">Backtesting<\/strong> on your history before any go-live.<\/span><\/div>\n        <div style=\"display:flex;gap:9px\"><svg width=\"18\" height=\"18\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"var(--pass)\" stroke-width=\"2.4\" style=\"flex:0 0 auto;margin-top:3px\"><path d=\"M5 12l4 4L19 6\"\/><\/svg><span style=\"font-size:.94rem;color:var(--muted)\"><strong style=\"color:var(--ink)\">Ongoing annotation & retraining<\/strong> on new cases.<\/span><\/div>\n        <div style=\"display:flex;gap:9px\"><svg width=\"18\" height=\"18\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"var(--pass)\" stroke-width=\"2.4\" style=\"flex:0 0 auto;margin-top:3px\"><path d=\"M5 12l4 4L19 6\"\/><\/svg><span style=\"font-size:.94rem;color:var(--muted)\"><strong style=\"color:var(--ink)\">Quality monitoring<\/strong> and model performance reporting.<\/span><\/div>\n        <div style=\"display:flex;gap:9px\"><svg width=\"18\" height=\"18\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"var(--pass)\" stroke-width=\"2.4\" style=\"flex:0 0 auto;margin-top:3px\"><path d=\"M5 12l4 4L19 6\"\/><\/svg><span style=\"font-size:.94rem;color:var(--muted)\"><strong style=\"color:var(--ink)\">A French-speaking project manager<\/strong> as your single point of contact.<\/span><\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div><\/section>\n\n<section><div class=\"wrap\">\n  <div class=\"sec-h\"><span class=\"num\">06<\/span><h2>Sovereignty & data<\/h2><\/div>\n  <div class=\"secgrid\">\n    <div class=\"pill\"><span class=\"dot\"><\/span>100% on-site processing (edge)<\/div>\n    <div class=\"pill\"><span class=\"dot\"><\/span>No image sent to the cloud<\/div>\n    <div class=\"pill\"><span class=\"dot\"><\/span>Base model without your proprietary data<\/div>\n    <div class=\"pill\"><span class=\"dot\"><\/span>Time-stamped & exportable evidence file<\/div>\n    <div class=\"pill\"><span class=\"dot\"><\/span>GDPR compliance & trade-secret protection<\/div>\n    <div class=\"pill\"><span class=\"dot\"><\/span>Reversibility: the model and data stay with you<\/div>\n  <\/div>\n<\/div><\/section>\n\n<section class=\"band\"><div class=\"wrap\">\n  <div class=\"sec-h\"><span class=\"num\">07<\/span><h2>From POC to the line<\/h2><\/div>\n  <div class=\"steps\">\n    <div class=\"step\"><h3>POC on your parts (2\u20133 weeks)<\/h3><p>You provide us with \"good\" and \"defect\" images. We measure the detection rate on your real cases before any commitment.<\/p><\/div>\n    <div class=\"step\"><h3>Calibration & backtesting<\/h3><p>We tune the criteria and confidence thresholds and replay on your history until the target reliability level is reached.<\/p><\/div>\n    <div class=\"step\"><h3>Installation on the line<\/h3><p>Camera, edge box and connection to the controller \/ MES. Integration at line speed, without stopping production.<\/p><\/div>\n    <div class=\"step\"><h3>Run & continuous improvement<\/h3><p>The system runs, the team monitors performance and retrains the model as new defects are encountered.<\/p><\/div>\n  <\/div>\n<\/div><\/section>\n\n<section><div class=\"wrap\">\n  <div class=\"sec-h\"><span class=\"num\">08<\/span><h2>Integrates with your shop floor<\/h2><\/div>\n  <div class=\"intg\">\n    <span>Industrial cameras<\/span><span>Controllers (PLC)<\/span><span>MES<\/span><span>CMMS<\/span><span>ERP<\/span><span>SCADA<\/span>\n    <span>Tablet \/ mobile<\/span><span>Edge box<\/span><span>OPC-UA<\/span><span>Modbus<\/span><span>PDF \/ CSV export<\/span>\n  <\/div>\n  <p class=\"prose\" style=\"color:var(--muted);margin-top:16px\">We adapt to your existing setup: no need to replace your camera fleet or your supervision system.<\/p>\n<\/div><\/section>\n\n<section id=\"contact\"><div class=\"wrap\">\n  <div class=\"cta\">\n    <div><h2>Let's test on your parts<\/h2><p>Send us a few \"good\" and \"defect\" images. We'll give you back a detection rate measured on your real cases \u2014 before any investment decision.<\/p><\/div>\n    <div class=\"acts\">\n      <a class=\"btn\" href=\"#formulaire\">Start a POC<\/a>\n      <a class=\"btn ghost\" href=\"#formulaire\">Talk to an expert<\/a>\n    <\/div>\n  <\/div>\n<\/div><\/section>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-20f9612d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"20f9612d\" data-element_type=\"section\" data-e-type=\"section\" id=\"formulaire\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3bb42e23\" data-id=\"3bb42e23\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-14e7c41 ez-h2 elementor-widget elementor-widget-heading\" data-id=\"14e7c41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Let's talk about your project<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6e487599 ez-lead elementor-widget elementor-widget-text-editor\" data-id=\"6e487599\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Describe your needs in a few words: we&#8217;ll get back to you shortly.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7724b0b ez-form 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elementor-col-100\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<input size=\"1\" type=\"hidden\" name=\"form_fields[page_url]\" id=\"form-field-page_url\" class=\"elementor-field elementor-size-sm  elementor-field-textual\" value=\"https:\/\/ezway-technology.com\/creation-dagents-ia-specialises\">\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"elementor-field-group elementor-column elementor-field-type-submit elementor-col-100 e-form__buttons\">\n\t\t\t\t\t<button class=\"elementor-button elementor-size-md\" type=\"submit\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Send my request<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/button>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<input type='hidden' name='lang' value='en' 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The model runs on-site \u2014 your images never leave for the cloud. OK \u00b7 99% DEFECT \u00b7 scratch OK \u00b7 98% 100%of parts inspected, [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-19133","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Embedded AI: Computer Vision &amp; Industrial Quality Control | Ezway<\/title>\n<meta name=\"description\" content=\"Defect detection and 100% quality control using AI integrated into your production line. On-site, real-time processing. Manufacturing, construction, and aerospace. 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