{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,22]],"date-time":"2026-05-22T08:07:49Z","timestamp":1779437269662,"version":"3.53.1"},"reference-count":18,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2025,11,10]],"date-time":"2025-11-10T00:00:00Z","timestamp":1762732800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2025,11,10]],"date-time":"2025-11-10T00:00:00Z","timestamp":1762732800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"name":"Otto-Friedrich-Universit\u00e4t Bamberg"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["K\u00fcnstl Intell"],"published-print":{"date-parts":[[2026,3]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>The development of tools based on Artificial Intelligence (AI) provides significant potential to enhance industrial production, but many small and medium-sized enterprises (SMEs) in more rural areas, such as the study area Upper Franconia in Germany, encounter difficulties in implementing them due to limited resources and expertise. The SME AI Experience Center at the Cleantech Innovation Park offers practical support for AI integration through interactive workshops and a production plant simulating manufacturing processes. It showcases possibilities for the digital transformation by using different types of sensors and the potential of applying machine learning for tasks such as intelligent supply chains, predictive maintenance and quality control. The particular focus is on AI for sustainability. Furthermore, SME managers and workers will be aware that most AI technologies do not result in fully autonomous systems that replace the human workforce but that AI tools often rely on human-AI collaboration.<\/jats:p>","DOI":"10.1007\/s13218-025-00899-4","type":"journal-article","created":{"date-parts":[[2025,11,10]],"date-time":"2025-11-10T15:53:29Z","timestamp":1762790009000},"page":"99-104","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["The SME AI Experience Center: Overcoming AI Adoption Barriers for SMEs in Industrial Production"],"prefix":"10.1007","volume":"40","author":[{"given":"Judith","family":"Knoblach","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Lena","family":"Vogl","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Camilla","family":"Wehnert","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Claus-Christian","family":"Carbon","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Julia","family":"Franz","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ute","family":"Schmid","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,11,10]]},"reference":[{"key":"899_CR1","volume-title":"Handbuch Digitale Kompetenz","author":"U Schmid","year":"2021","unstructured":"Schmid U, Bruckert S (2021) K\u00fcnstliche Intelligenz in Unternehmen \u2013 Zielgruppenspezifische KI-Kompetenzen identifizieren und vermitteln. In: Ramin P (ed) Handbuch Digitale Kompetenz. Hanser Verlag, Munich, Germany"},{"key":"899_CR2","doi-asserted-by":"publisher","first-page":"80","DOI":"10.1007\/978-3-662-64408-9_7","volume-title":"Digitalisierung Souver\u00e4n Gestalten II: Handlungsspielr\u00e4ume in Digitalen Wertsch\u00f6pfungsnetzwerken","author":"C Wirth","year":"2022","unstructured":"Wirth C, Schmid U, Voget S (2022) Humanzentrierte K\u00fcnstliche Intelligenz: Erkl\u00e4rendes interaktives maschinelles Lernen f\u00fcr Effizienzsteigerung von Parametrieraufgaben. Digitalisierung Souver\u00e4n Gestalten II: Handlungsspielr\u00e4ume in Digitalen Wertsch\u00f6pfungsnetzwerken. Springer, Berlin Heidelberg, pp 80\u201392"},{"key":"899_CR3","volume-title":"Einf\u00fchrung von KI-Systemen in Unternehmen","author":"S Stowasser","year":"2020","unstructured":"Stowasser S, Suchy O, Huchler N, M\u00fcller N, Peissner M, Stich A, V\u00f6gel H, Werne J, Henkelmann T, Schindler T et al (2020) Einf\u00fchrung von KI-Systemen in Unternehmen. Gestaltungsans\u00e4tze f\u00fcr das Change-Management, Whitepaper aus der Plattform Lernende Systeme, M\u00fcnchen"},{"key":"899_CR4","unstructured":"Martin\u00a0Lundborg M-CP K\u00fcnstliche Intelligenz im Mittelstand: Mit welchen Anwendungen sind kleine und mittlere Unternehmen heute schon erfolgreich? https:\/\/www.mittelstand-digital.de\/MD\/Redaktion\/DE\/Publikationen\/ki-Studie-2023.pdf?__blob=publicationFile&v=4"},{"key":"899_CR5","unstructured":"Statistisches-Bundesamt: Nutzung von KI in Unternehmen. https:\/\/www-genesis.destatis.de\/datenbank\/online\/statistic\/52911\/table\/52911-0001. Accessed: 2025-02-27"},{"key":"899_CR6","unstructured":"IHK: Oberfranken in Zahlen. https:\/\/www.ihk.de\/bayreuth\/hauptnavigation\/service\/standort-oberfranken\/statistische-daten-4299010. Accessed: 2024-10-21"},{"key":"899_CR7","doi-asserted-by":"crossref","unstructured":"Wehner C, Kertel M, Wewerka J (2023) Interactive and intelligent root cause analysis in manufacturing with causal Bayesian networks and knowledge graphs. In: 2023 IEEE 97th Vehicular Technology Conference (VTC2023-Spring), pp. 1\u20137. IEEE","DOI":"10.1109\/VTC2023-Spring57618.2023.10199563"},{"key":"899_CR8","doi-asserted-by":"crossref","unstructured":"Herchenbach M, M\u00fcller D, Scheele S, Schmid U (2022) Explaining image classifications with near misses, near hits and prototypes: Supporting domain experts in understanding decision boundaries. In: International Conference on Pattern Recognition and Artificial Intelligence, pp. 419\u2013430. Springer","DOI":"10.1007\/978-3-031-09282-4_35"},{"key":"899_CR9","doi-asserted-by":"crossref","unstructured":"Finzel B, Knoblach J, Thaler A, Schmid U (2024) Near hit and near miss example explanations for model revision in binary image classification. In: International Conference on Intelligent Data Engineering and Automated Learning, pp. 260\u2013271. Springer","DOI":"10.1007\/978-3-031-77738-7_22"},{"key":"899_CR10","doi-asserted-by":"publisher","first-page":"243","DOI":"10.1007\/s10676-008-9159-5","volume":"10","author":"A Carusi","year":"2008","unstructured":"Carusi A (2008) Scientific visualisations and aesthetic grounds for trust. Ethics Inf Technol 10:243\u2013254","journal-title":"Ethics Inf Technol"},{"issue":"4","key":"899_CR11","doi-asserted-by":"publisher","first-page":"356","DOI":"10.1177\/1473871611415996","volume":"10","author":"AV Moere","year":"2011","unstructured":"Moere AV, Purchase H (2011) On the role of design in information visualization. Inf Vis 10(4):356\u2013371","journal-title":"Inf Vis"},{"issue":"1","key":"899_CR12","doi-asserted-by":"publisher","first-page":"31","DOI":"10.1017\/CBO9780511816819.004","volume":"41","author":"RE Mayer","year":"2005","unstructured":"Mayer RE (2005) Cognitive theory of multimedia learning. Cambridge Handbook Multimedia Learning 41(1):31\u201348","journal-title":"Cambridge Handbook Multimedia Learning"},{"key":"899_CR13","unstructured":"Mittelstand-Digital B (2019) K\u00fcnstliche Intelligenz im Mittelstand: Relevanz, Anwendungen, Transfer. White paper, WIK GmbH"},{"key":"899_CR14","doi-asserted-by":"crossref","unstructured":"F\u00fcrst RA, Grottke M, Sibilio A, Steckelberg AV (2020) Internationale Standortbestimmung\u2013vom Exportweltmeister zum digitalen Entwicklungsland? Digitale Bildung und K\u00fcnstliche Intelligenz in Deutschland: Nachhaltige Wettbewerbsf\u00e4higkeit und Zukunftsagenda, 27\u201379","DOI":"10.1007\/978-3-658-30525-3_2"},{"issue":"3","key":"899_CR15","doi-asserted-by":"publisher","first-page":"453","DOI":"10.1007\/s41449-022-00323-9","volume":"77","author":"M Merkel-Kiss","year":"2023","unstructured":"Merkel-Kiss M, Von Garrel J (2023) Systematische Literaturanalyse zum KI-Einsatz und KI-basierten Gesch\u00e4ftsmodellen in produzierenden kleinen und mittleren Unternehmen. Zeitschrift f\u00fcr Arbeitswissenschaft 77(3):453\u2013468","journal-title":"Zeitschrift f\u00fcr Arbeitswissenschaft"},{"issue":"1","key":"899_CR16","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1007\/s41449-021-00289-0","volume":"76","author":"O Giering","year":"2021","unstructured":"Giering O (2021) K\u00fcnstliche Intelligenz und Arbeit: Betrachtungen zwischen Prognose und betrieblicher Realit\u00e4t. Zeitschrift f\u00fcr Arbeitswissenschaft 76(1):50\u201364","journal-title":"Zeitschrift f\u00fcr Arbeitswissenschaft"},{"key":"899_CR17","unstructured":"IONOS: Umfrage zu KI: KMU erkennen Vorteile, z\u00f6gern aber noch beim Einsatz. https:\/\/www.ionos.de\/newsroom\/news\/umfrage-zu-ki-kmu-erkennen-vorteile-zoegern-aber-noch-beim-einsatz\/. Accessed: 2024-10-21"},{"key":"899_CR18","volume-title":"Mit welchen Anwendungen sind kleine und mittlere Unternehmen heute schon erfolgreich?","author":"B Mittelstand-Digital","year":"2023","unstructured":"Mittelstand-Digital B (2023) Mit welchen Anwendungen sind kleine und mittlere Unternehmen heute schon erfolgreich? White paper, WIK GmbH"}],"container-title":["KI - K\u00fcnstliche Intelligenz"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13218-025-00899-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s13218-025-00899-4","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13218-025-00899-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,22]],"date-time":"2026-05-22T07:50:35Z","timestamp":1779436235000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s13218-025-00899-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,10]]},"references-count":18,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2026,3]]}},"alternative-id":["899"],"URL":"https:\/\/doi.org\/10.1007\/s13218-025-00899-4","relation":{},"ISSN":["0933-1875","1610-1987"],"issn-type":[{"value":"0933-1875","type":"print"},{"value":"1610-1987","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11,10]]},"assertion":[{"value":"12 March 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"22 October 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 November 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}