Challenges and strategic levers in the formation of AI startups
Abstract
This paper summarizes the intense rise of AI startups, the problems they are facing & also the upcoming opportunities that are coming in their path. The new venture getting interrupted at a fast pace in uncertain markets with the assistance of breakthroughs in the area of machine learning, NLP and computer vision. Despite the momentum, shortage of backing, ethical concerns, the unavailability of high-quality data, the potential of biased models, preventive huge facilities, and vague regulatory guidelines are the barriers. This paper deals with fact-based information and real-life situations that will work as success factors in this field. This paper also analyzes the modification in investor trust, the adoption structure of the industry and the effect that international associations have on their strategical decisions and also the impact on open-source community, accelerators of startups, and government regulations can have on AI entrepreneurship and stimulate sustainable development. The paper also engages the impact on open-source community, accelerators of startups, and government regulations can have on AI entrepreneurship and stimulate sustainable and responsible development.
Fields of Study & Subjects
Artificial Intelligence Applications
Entrepreneurship Studies and Influences
Private Equity and Venture Capital
Publication details
- Journal / source
- CRC Press eBooks
- Pages
- 109–114
- Publication date
- 2 February 2026
- Language
- EN
- Document type
- Book chapter