[{"year":"2026","title":"AI-based scenario management for SMEs: the need for modular, explainable and reusable foresight pipelines","publication_identifier":{"issn":["2732-527X"]},"author":[{"full_name":"Knepler, Jonas","first_name":"Jonas","last_name":"Knepler"},{"full_name":"Seidenberg, Tobias","last_name":"Seidenberg","first_name":"Tobias"},{"first_name":"Khoren","last_name":"Grigoryan","full_name":"Grigoryan, Khoren"},{"full_name":"Asmar, Laban","first_name":"Laban","last_name":"Asmar"},{"id":"16190","full_name":"Dumitrescu, Roman","last_name":"Dumitrescu","first_name":"Roman"}],"date_updated":"2026-10-02T13:45:28Z","publication_status":"published","intvolume":"         6","language":[{"iso":"eng"}],"doi":"10.1017/pds.2026.10595","publication":"Proceedings of the Design Society","abstract":[{"text":"<jats:title>ABSTRACT:</jats:title>\r\n                  <jats:p>Small and medium-sized enterprises often lack the time, expertise, and tools for effective scenario management. This paper proposes a modular, AI-enabled scenario architecture integrating a guided wizard and expert environment on a shared knowledge backbone. The design aims to reduce effort and tool fragmentation while preserving human judgment, structural quality, explainability, and traceability. The proposed pattern outlines a provenance-aware foresight pipeline with human-in-the-loop capabilities that aims to transform one-off projects into reusable organizational knowledge.</jats:p>","lang":"eng"}],"date_created":"2026-10-02T13:24:27Z","type":"journal_article","department":[{"_id":"563"}],"status":"public","page":"2373-2382","publisher":"Cambridge University Press (CUP)","_id":"67358","user_id":"15782","volume":6,"citation":{"mla":"Knepler, Jonas, et al. “AI-Based Scenario Management for SMEs: The Need for Modular, Explainable and Reusable Foresight Pipelines.” <i>Proceedings of the Design Society</i>, vol. 6, Cambridge University Press (CUP), 2026, pp. 2373–82, doi:<a href=\"https://doi.org/10.1017/pds.2026.10595\">10.1017/pds.2026.10595</a>.","ama":"Knepler J, Seidenberg T, Grigoryan K, Asmar L, Dumitrescu R. AI-based scenario management for SMEs: the need for modular, explainable and reusable foresight pipelines. <i>Proceedings of the Design Society</i>. 2026;6:2373-2382. doi:<a href=\"https://doi.org/10.1017/pds.2026.10595\">10.1017/pds.2026.10595</a>","bibtex":"@article{Knepler_Seidenberg_Grigoryan_Asmar_Dumitrescu_2026, title={AI-based scenario management for SMEs: the need for modular, explainable and reusable foresight pipelines}, volume={6}, DOI={<a href=\"https://doi.org/10.1017/pds.2026.10595\">10.1017/pds.2026.10595</a>}, journal={Proceedings of the Design Society}, publisher={Cambridge University Press (CUP)}, author={Knepler, Jonas and Seidenberg, Tobias and Grigoryan, Khoren and Asmar, Laban and Dumitrescu, Roman}, year={2026}, pages={2373–2382} }","apa":"Knepler, J., Seidenberg, T., Grigoryan, K., Asmar, L., &#38; Dumitrescu, R. (2026). AI-based scenario management for SMEs: the need for modular, explainable and reusable foresight pipelines. <i>Proceedings of the Design Society</i>, <i>6</i>, 2373–2382. <a href=\"https://doi.org/10.1017/pds.2026.10595\">https://doi.org/10.1017/pds.2026.10595</a>","ieee":"J. Knepler, T. Seidenberg, K. Grigoryan, L. Asmar, and R. Dumitrescu, “AI-based scenario management for SMEs: the need for modular, explainable and reusable foresight pipelines,” <i>Proceedings of the Design Society</i>, vol. 6, pp. 2373–2382, 2026, doi: <a href=\"https://doi.org/10.1017/pds.2026.10595\">10.1017/pds.2026.10595</a>.","short":"J. Knepler, T. Seidenberg, K. Grigoryan, L. Asmar, R. Dumitrescu, Proceedings of the Design Society 6 (2026) 2373–2382.","chicago":"Knepler, Jonas, Tobias Seidenberg, Khoren Grigoryan, Laban Asmar, and Roman Dumitrescu. “AI-Based Scenario Management for SMEs: The Need for Modular, Explainable and Reusable Foresight Pipelines.” <i>Proceedings of the Design Society</i> 6 (2026): 2373–82. <a href=\"https://doi.org/10.1017/pds.2026.10595\">https://doi.org/10.1017/pds.2026.10595</a>."}}]