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

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.

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Publication Details

Journal
Proceedings of the Design Society
Published
2026-07-02
DOI
https://doi.org/10.1017/pds.2026.10597
Primary Topic
Design Education and Practice
Type
article
Field-Weighted Citation Impact
0.00
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article

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

Vasileios Koutsouvelis, Filippo Silipigni, Niccolò Becattini
Proceedings of the Design Society
Design Education and Practice
article

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

Vasileios Koutsouvelis, Filippo Silipigni, Niccolò Becattini
article en

Abstract

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.

Proceedings of the Design SocietyVol. 6
Fondazione Politecnico di Milano (IT), Politecnico di Milano (IT)
Industry, innovation and infrastructure
Openalex Percentile: Top 13%
Design Education and Practice
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