When green isn't enough: How AI and compliance reframe energy efficiency for sustainable investment

As technological advancements, artificial intelligence (AI), and climate change become increasingly intertwined, energy efficiency has emerged as a crucial issue for organizations and public authorities. This research examines how firms can align financial and environmental goals to attract diverse investor groups, focusing on AI-driven energy efficiency strategies. To do so, we use the Economies of Worth framework and explore how investors respond to energy strategies framed by financial or environmental motivations (i.e., market or green worlds), depending on the type of AI adopted and the nature of compliance. Across four experimental studies with 1,500 investors, we find that environmental motivations can reduce investor willingness to invest, mediated by perceived energy efficiency. However, AI implementation and certification mechanisms act as critical boundary conditions that can legitimize environmental strategies and enable compromise between market and green logics. Specifically, coupling environmental motivations with AI for energy efficiency and third-party certification leads to higher investor willingness to invest. This study contributes to sustainable investment research by highlighting the critical role of AI and compliance in building hybrid justifications that can facilitate alignment between environmental and financial priorities in investor decision-making. • Green motives lower sustainable investment via reduced perceived energy efficiency. • AI boosts perceived energy efficiency's mediation role on sustainable investment. • AI and compliance help reconcile market and green logics in sustainable investment.

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Publication Details

Journal
Technovation
Published
2025-09-27
DOI
https://doi.org/10.1016/j.technovation.2025.103378
Citations
1
Primary Topic
Cultural Insights and Digital Impacts
Type
article
Field-Weighted Citation Impact
1.49
Controls
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article

When green isn't enough: How AI and compliance reframe energy efficiency for sustainable investment

1 citations
Technovation
Cultural Insights and Digital Impacts
1.49
article

When green isn't enough: How AI and compliance reframe energy efficiency for sustainable investment

article en
1 citations

Abstract

As technological advancements, artificial intelligence (AI), and climate change become increasingly intertwined, energy efficiency has emerged as a crucial issue for organizations and public authorities. This research examines how firms can align financial and environmental goals to attract diverse investor groups, focusing on AI-driven energy efficiency strategies. To do so, we use the Economies of Worth framework and explore how investors respond to energy strategies framed by financial or environmental motivations (i.e., market or green worlds), depending on the type of AI adopted and the nature of compliance. Across four experimental studies with 1,500 investors, we find that environmental motivations can reduce investor willingness to invest, mediated by perceived energy efficiency. However, AI implementation and certification mechanisms act as critical boundary conditions that can legitimize environmental strategies and enable compromise between market and green logics. Specifically, coupling environmental motivations with AI for energy efficiency and third-party certification leads to higher investor willingness to invest. This study contributes to sustainable investment research by highlighting the critical role of AI and compliance in building hybrid justifications that can facilitate alignment between environmental and financial priorities in investor decision-making. • Green motives lower sustainable investment via reduced perceived energy efficiency. • AI boosts perceived energy efficiency's mediation role on sustainable investment. • AI and compliance help reconcile market and green logics in sustainable investment.

TechnovationVol. 150
École de management de Lyon (FR), Université Jean Moulin Lyon III (FR)
Openalex Percentile: Top 11%
Cultural Insights and Digital Impacts
1.49
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When green isn't enough: How AI and compliance reframe energy efficiency for sustainable investment · Technovation (2025) | TGRS Research Map | TGRS