Aug 2026· Economy and ecology of territorial educations· Vol 10, pp. 14-20· 0 citations· 6 references
TL;DR
It has been revealed that AI changes not only the set of tools, but also the very logic of the innovation cycle by transforming it from a linear model to an iterative and adaptive structure.
Abstract
The key innovation cycle changes induced by the use of artificial intelligence (AI) technologies have been studied. It has been revealed that AI changes not only the set of tools, but also the very logic of the innovation cycle by transforming it from a linear model to an iterative and adaptive structure.
Particular attention has been paid to the influence of AI on the early stages of the innovation process, including idea generation, hypothesis testing and prototyping. In separate, the features of using AI in large corporations and venture capital companies, where it increases the speed of data processing, the
quality of project selection and the efficiency of risk management, have been analysed. At the same time, the existing limitations in using AI potential in the innovation process that are related to data quality, transparency of models, resource dependence and organisational implementation barriers have been identified.
In the e-commerce and financial industries, AI has been deployed to achieve better customer experience, efficient supply chain management, improved operational efficiency, and reduced mate size, with the main goal of designing standard, reliable product quality control methods.
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Artificial Intelligence (AI) has emerged as one of the most transformative technologies of the 21st
century. In the business world, AI refers to the use of computer systems and algorithms that can
perform tasks typically requiring human intelligence, such as learning, reasoning, problem-solving,
decision-making, and un...
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This study aims to examine the effect of Artificial Intelligence (AI) on dynamic capabilities and performance of Small and Medium Enterprises (SMEs) establishing evidence from Indonesia. Adoption of AI can enable SMEs to increase their operational efficiency and innovation process as compared to resource constraints an...
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