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Evaluating large language models for technology-oriented searches in engineering design

Koutsouvelis, Vasileios (1); Silipigni, Filippo (2); Becattini, Niccolò (1)


Type:
Year:
2026
Editor:
Štorga, M.; Škec, S.; Martinec, T.; Marjanović, D.; Pavković, N.
Author:
Series:
DESIGN
Institution:
1: Politecnico di Milano, Italy; 2: Fondazione Politecnico di Milano, Italy
Page(s):
2393-2402
DOI number:
ISSN:
2732-527X (Online)
Abstract:
This study evaluates the efficacy of various freely available Large Language Models (LLMs) in conducting semi-automated purpose-oriented technology searches to support design activities as well as Technology Intelligence for innovation management, using a systematic manual search as a baseline for comparison. The case to run the comparison focuses on identifying water purification technologies suitable for mobile systems. The results show that LLMs can target more technologies than human-based searches, reducing time demands and providing wider entry points for additional technology analysis.
Keywords:

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