{"id":103865,"date":"2026-07-13T09:47:16","date_gmt":"2026-07-13T09:47:16","guid":{"rendered":"https:\/\/www.europesays.com\/ai\/103865\/"},"modified":"2026-07-13T09:47:16","modified_gmt":"2026-07-13T09:47:16","slug":"siemens-eda-ai-must-pair-with-engineering-innovation-for-semiconductor-dft-and-test-news-and-statistics","status":"publish","type":"post","link":"https:\/\/www.europesays.com\/ai\/103865\/","title":{"rendered":"Siemens EDA: AI Must Pair with Engineering Innovation for Semiconductor DFT and Test &#8211; News and Statistics"},"content":{"rendered":"<p>\n\t\t\t\t\t\t\t\t\t\t\t\tJul 13, 2026\t\t\t\t\t<\/p>\n<p>According to a commentary published by Siemens EDA, the <a href=\"https:\/\/www.indexbox.io\/store\/branch\/semiconductors\/\" target=\"_blank\" rel=\"nofollow noopener\">integration of artificial intelligence<\/a> into semiconductor development must be paired with engineering innovation rather than simply applied to existing methods. The source, authored by Ron Press, senior director of technology enablement at Siemens EDA, highlights the example of scan test data in multi-core designs. While AI can optimize device IO bandwidth allocation to each core based on pattern size, an engineering innovation\u2014a packetized bus for scan data delivery known as SSN\u2014has proven more powerful. The SSN bus offers unprecedented flexibility to optimize packets in software for changes in pattern size or combinations of cores tested in parallel, and it removes the dependency of core scan channel allocation on available top-level IO. As a result, SSN has become the plan of record for system-on-chip scan data delivery, and its high-speed bus has served as infrastructure for other new data delivery technologies.<\/p>\n<p>The article states that Siemens EDA is providing Agentic AI capabilities that will work with engineers for design-for-test (DFT) planning, optimizations, and debug later this year. For instance, when a DFT tool encounters a design rule checking violation, an Agentic AI assistant can accelerate the process of looking up root causes and running experiments. The engineer remains responsible for the final decision, but the AI reduces the time to reach a solution. The combination of AI with packetized data delivery is described as providing very broad capabilities beyond DFT.<\/p>\n<p>A technology introduced a year ago, the In-System Test product, allows users to run test content in-situ to the final application. In a data center with a thousand blade servers, an agentic monitoring agent could detect a signal from bus functional monitors, temperature sensors, or voltage droop. The agent could then direct a scheduler to run a group of tests to determine how the hardware has changed, using the In-System Test hardware through an interface like PCIe. This could lead to actions such as taking a core out of service or identifying that an entire blade server is no longer operating effectively.<\/p>\n<p>The source emphasizes that the future of DFT is not AI replacing engineers, but AI amplifying engineering expertise. Human innovation will continue to create new test architectures, methodologies, and infrastructure, while AI accelerates optimization, analysis, and decision-making. This partnership extends beyond manufacturing test into operational intelligence across the entire semiconductor lifecycle, from design and validation to deployment and field operation. The article concludes that some of the most impactful applications have yet to be imagined.<\/p>\n<p>\t\t1. INTRODUCTION<\/p>\n<p class=\"text-secondary fs-6\">Making Data-Driven Decisions to Grow Your Business<\/p>\n<p>\t\t\t\tREPORT DESCRIPTION<br \/>\n\t\t\t\tRESEARCH METHODOLOGY AND THE AI PLATFORM<br \/>\n\t\t\t\tDATA-DRIVEN DECISIONS FOR YOUR BUSINESS<br \/>\n\t\t\t\tGLOSSARY AND SPECIFIC TERMS<\/p>\n<p>\t\t2. EXECUTIVE SUMMARY<\/p>\n<p class=\"text-secondary fs-6\">A Quick Overview of Market Performance<\/p>\n<p>\t\t\t\tKEY FINDINGS<br \/>\n\t\t\t\tMARKET TRENDS <a class=\"px-2\" href=\"https:\/\/www.indexbox.io\/licenses\/\" target=\"_blank\" rel=\"nofollow noopener\">This Chapter is Available Only for the Professional Edition<\/a>PRO<\/p>\n<p>\t\t3. MARKET OVERVIEW<\/p>\n<p class=\"text-secondary fs-6\">Understanding the Current State of The Market and its Prospects<\/p>\n<p>\t\t\t\tMARKET SIZE: HISTORICAL DATA (2012\u20132025) AND FORECAST (2026\u20132035)<br \/>\n\t\t\t\tCONSUMPTION BY COUNTRY: HISTORICAL DATA (2012\u20132025) AND FORECAST (2026\u20132035)<br \/>\n\t\t\t\tMARKET FORECAST TO 2035<\/p>\n<p>\t\t4. MOST PROMISING PRODUCTS FOR DIVERSIFICATION<\/p>\n<p class=\"text-secondary fs-6\">Finding New Products to Diversify Your Business<\/p>\n<p>\t\t\t\tTOP PRODUCTS TO DIVERSIFY YOUR BUSINESS<br \/>\n\t\t\t\tBEST-SELLING PRODUCTS<br \/>\n\t\t\t\tMOST CONSUMED PRODUCTS<br \/>\n\t\t\t\tMOST TRADED PRODUCTS<br \/>\n\t\t\t\tMOST PROFITABLE PRODUCTS FOR EXPORT<\/p>\n<p>\t\t5. MOST PROMISING SUPPLYING COUNTRIES<\/p>\n<p class=\"text-secondary fs-6\">Choosing the Best Countries to Establish Your Sustainable Supply Chain<\/p>\n<p>\t\t\t\tTOP COUNTRIES TO SOURCE YOUR PRODUCT<br \/>\n\t\t\t\tTOP PRODUCING COUNTRIES<br \/>\n\t\t\t\tTOP EXPORTING COUNTRIES<br \/>\n\t\t\t\tLOW-COST EXPORTING COUNTRIES<\/p>\n<p>\t\t6. MOST PROMISING OVERSEAS MARKETS<\/p>\n<p class=\"text-secondary fs-6\">Choosing the Best Countries to Boost Your Export<\/p>\n<p>\t\t\t\tTOP OVERSEAS MARKETS FOR EXPORTING YOUR PRODUCT<br \/>\n\t\t\t\tTOP CONSUMING MARKETS<br \/>\n\t\t\t\tUNSATURATED MARKETS<br \/>\n\t\t\t\tTOP IMPORTING MARKETS<br \/>\n\t\t\t\tMOST PROFITABLE MARKETS<\/p>\n<p>\t\t7. PRODUCTION<\/p>\n<p class=\"text-secondary fs-6\">The Latest Trends and Insights into The Industry<\/p>\n<p>\t\t\t\tPRODUCTION VOLUME AND VALUE: HISTORICAL DATA (2012\u20132025) AND FORECAST (2026\u20132035)<br \/>\n\t\t\t\tPRODUCTION BY COUNTRY: HISTORICAL DATA (2012\u20132025) AND FORECAST (2026\u20132035)<\/p>\n<p>\t\t8. IMPORTS<\/p>\n<p class=\"text-secondary fs-6\">The Largest Import Supplying Countries<\/p>\n<p>\t\t\t\tIMPORTS: HISTORICAL DATA (2012\u20132025) AND FORECAST (2026\u20132035)<br \/>\n\t\t\t\tIMPORTS BY COUNTRY: HISTORICAL DATA (2012\u20132025) AND FORECAST (2026\u20132035)<br \/>\n\t\t\t\tIMPORT PRICES BY COUNTRY: HISTORICAL DATA (2012\u20132025) AND FORECAST (2026\u20132035)<\/p>\n<p>\t\t9. EXPORTS<\/p>\n<p class=\"text-secondary fs-6\">The Largest Destinations for Exports<\/p>\n<p>\t\t\t\tEXPORTS: HISTORICAL DATA (2012\u20132025) AND FORECAST (2026\u20132035)<br \/>\n\t\t\t\tEXPORTS BY COUNTRY: HISTORICAL DATA (2012\u20132025) AND FORECAST (2026\u20132035)<br \/>\n\t\t\t\tEXPORT PRICES BY COUNTRY: HISTORICAL DATA (2012\u20132025) AND FORECAST (2026\u20132035)<\/p>\n<p>\t\t10. PROFILES OF MAJOR PRODUCERS<\/p>\n<p class=\"text-secondary fs-6\">The Largest Producers on The Market and Their Profiles<\/p>\n<p>                        11. COUNTRY PROFILES<\/p>\n<p class=\"text-secondary fs-6\">The Largest Markets And Their Profiles<\/p>\n<p>                        <a class=\"pe-2 fs-5 mb-2\" target=\"_blank\" href=\"https:\/\/www.indexbox.io\/licenses\/\" rel=\"nofollow noopener\">This Chapter is Available Only for the Professional Edition<\/a><br \/>\n                        PRO<\/p>\n<p>11.1<\/p>\n<p>United States<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.2<\/p>\n<p>China<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.3<\/p>\n<p>Japan<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.4<\/p>\n<p>Germany<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.5<\/p>\n<p>United Kingdom<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.6<\/p>\n<p>France<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.7<\/p>\n<p>Brazil<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.8<\/p>\n<p>Italy<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.9<\/p>\n<p>Russian Federation<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.10<\/p>\n<p>India<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.11<\/p>\n<p>Canada<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.12<\/p>\n<p>Australia<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.13<\/p>\n<p>Republic of Korea<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.14<\/p>\n<p>Spain<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.15<\/p>\n<p>Mexico<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.16<\/p>\n<p>Indonesia<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.17<\/p>\n<p>Netherlands<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.18<\/p>\n<p>Turkey<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.19<\/p>\n<p>Saudi Arabia<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.20<\/p>\n<p>Switzerland<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.21<\/p>\n<p>Sweden<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.22<\/p>\n<p>Nigeria<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.23<\/p>\n<p>Poland<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.24<\/p>\n<p>Belgium<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.25<\/p>\n<p>Argentina<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.26<\/p>\n<p>Norway<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.27<\/p>\n<p>Austria<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.28<\/p>\n<p>Thailand<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.29<\/p>\n<p>United Arab Emirates<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.30<\/p>\n<p>Colombia<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.31<\/p>\n<p>Denmark<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.32<\/p>\n<p>South Africa<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.33<\/p>\n<p>Malaysia<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.34<\/p>\n<p>Israel<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.35<\/p>\n<p>Singapore<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.36<\/p>\n<p>Egypt<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.37<\/p>\n<p>Philippines<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.38<\/p>\n<p>Finland<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.39<\/p>\n<p>Chile<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.40<\/p>\n<p>Ireland<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.41<\/p>\n<p>Pakistan<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.42<\/p>\n<p>Greece<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.43<\/p>\n<p>Portugal<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.44<\/p>\n<p>Kazakhstan<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.45<\/p>\n<p>Algeria<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.46<\/p>\n<p>Czech Republic<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.47<\/p>\n<p>Qatar<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.48<\/p>\n<p>Peru<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.49<\/p>\n<p>Romania<\/p>\n<p>Market SizeProductionImportsExports<\/p>\n<p>11.50<\/p>\n<p>Vietnam<\/p>\n<p>Market SizeProductionImportsExports<br \/>\n\t\tLIST OF TABLES<\/p>\n<p>\t\t\t\tKey Findings In 2025<br \/>\n\t\t\t\tMarket Volume, In Physical Terms: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tMarket Value: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tPer Capita Consumption, by Country, 2022\u20132025<br \/>\n\t\t\t\tProduction, In Physical Terms, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tImports, In Physical Terms, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tImports, In Value Terms, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tImport Prices, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tExports, In Physical Terms, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tExports, In Value Terms, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tExport Prices, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<\/p>\n<p>\t\tLIST OF FIGURES<\/p>\n<p>\t\t\t\tMarket Volume, In Physical Terms: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tMarket Value: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tConsumption, by Country, 2025<br \/>\n\t\t\t\tMarket Volume Forecast to 2035<br \/>\n\t\t\t\tMarket Value Forecast to 2035<br \/>\n\t\t\t\tMarket Size and Growth, By Product<br \/>\n\t\t\t\tAverage Per Capita Consumption, By Product<br \/>\n\t\t\t\tExports and Growth, By Product<br \/>\n\t\t\t\tExport Prices and Growth, By Product<br \/>\n\t\t\t\tProduction Volume and Growth<br \/>\n\t\t\t\tExports and Growth<br \/>\n\t\t\t\tExport Prices and Growth<br \/>\n\t\t\t\tMarket Size and Growth<br \/>\n\t\t\t\tPer Capita Consumption<br \/>\n\t\t\t\tImports and Growth<br \/>\n\t\t\t\tImport Prices<br \/>\n\t\t\t\tProduction, In Physical Terms: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tProduction, In Value Terms: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tProduction, by Country, 2025<br \/>\n\t\t\t\tProduction, In Physical Terms, by Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tImports, In Physical Terms: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tImports, In Value Terms: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tImports, In Physical Terms, By Country, 2025<br \/>\n\t\t\t\tImports, In Physical Terms, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tImports, In Value Terms, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tImport Prices, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tExports, In Physical Terms: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tExports, In Value Terms: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tExports, In Physical Terms, By Country, 2025<br \/>\n\t\t\t\tExports, In Physical Terms, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tExports, In Value Terms, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<br \/>\n\t\t\t\tExport Prices, By Country: Historical Data (2012\u20132025) and Forecast (2026\u20132035)<\/p>\n","protected":false},"excerpt":{"rendered":"Jul 13, 2026 According to a commentary published by Siemens EDA, the integration of artificial intelligence into semiconductor&hellip;\n","protected":false},"author":2,"featured_media":103866,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[179,7493,24,53876,53877,53909,53878,53913,48792,53911,53912,53908,10600,53910],"class_list":["post-103865","post","type-post","status-publish","format-standard","has-post-thumbnail","category-agentic-ai","tag-agentic-ai","tag-agentic-artificial-intelligence","tag-ai","tag-design-for-test","tag-dft","tag-engineering-innovation","tag-in-system-test","tag-multi-core-designs","tag-operational-intelligence","tag-packetized-data","tag-scan-test-data","tag-semiconductor-development","tag-siemens-eda","tag-ssn-bus"],"_links":{"self":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/103865","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/comments?post=103865"}],"version-history":[{"count":0,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/posts\/103865\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media\/103866"}],"wp:attachment":[{"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/media?parent=103865"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/categories?post=103865"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.europesays.com\/ai\/wp-json\/wp\/v2\/tags?post=103865"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}