Систематичний підхід у створенні інноваційних проєктів і продуктів на основі застосувань штучного інтелекту

The modern world is characterized by high volatility, uncertainty, complexity, and ambiguity (BANI – Brittle, Anxious, Nonlinear, Incomprehensible). In a BANI environment, traditional approaches to creating innovative projects and products often prove ineffective. Artificial intelligence (AI) has the potential to become a key success factor in the BANI world, but its application requires a systematic approach that takes into account the specifics of this environment. The relevance of this topic is driven by the fact that the BANI environment is becoming increasingly widespread, and companies that fail to adapt risk losing their competitiveness. The application of AI can help companies make more informed decisions, predict changes, and respond to them quickly. The aim of this study is to develop and justify a systematic approach to creating innovative projects and products based on the application of artificial intelligence in a BANI environment. The research employs methods of system analysis, modeling, and expert evaluation. The article proposes a systematic approach to creating innovative projects and products based on AI applications in the BANI environment, which includes the following stages – analysis of the BANI context, formulation of adaptive goals, selection of flexible AI technologies, development and testing of a prototype. The proposed systematic approach to creating innovative projects and products based on AI applications in the BANI environment enables companies to operate successfully under conditions of high volatility, uncertainty, complexity, and ambiguity. Conceptual and mathematical models of the systematic approach to developing innovative AI-based products and projects in the BANI environment have been constructed. The research results can be utilized by enterprises and organizations planning to develop and implement AI-based projects in the BANI environment.

Publication Details

Journal
Scientific periodicals of Ukraine
Published
2025-03-28
Primary Topic
Atmospheric chemistry and aerosols
Type
article
Field-Weighted Citation Impact
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article

Систематичний підхід у створенні інноваційних проєктів і продуктів на основі застосувань штучного інтелекту

Scientific periodicals of Ukraine
Atmospheric chemistry and aerosols
article

Систематичний підхід у створенні інноваційних проєктів і продуктів на основі застосувань штучного інтелекту

article en

Abstract

The modern world is characterized by high volatility, uncertainty, complexity, and ambiguity (BANI – Brittle, Anxious, Nonlinear, Incomprehensible). In a BANI environment, traditional approaches to creating innovative projects and products often prove ineffective. Artificial intelligence (AI) has the potential to become a key success factor in the BANI world, but its application requires a systematic approach that takes into account the specifics of this environment. The relevance of this topic is driven by the fact that the BANI environment is becoming increasingly widespread, and companies that fail to adapt risk losing their competitiveness. The application of AI can help companies make more informed decisions, predict changes, and respond to them quickly. The aim of this study is to develop and justify a systematic approach to creating innovative projects and products based on the application of artificial intelligence in a BANI environment. The research employs methods of system analysis, modeling, and expert evaluation. The article proposes a systematic approach to creating innovative projects and products based on AI applications in the BANI environment, which includes the following stages – analysis of the BANI context, formulation of adaptive goals, selection of flexible AI technologies, development and testing of a prototype. The proposed systematic approach to creating innovative projects and products based on AI applications in the BANI environment enables companies to operate successfully under conditions of high volatility, uncertainty, complexity, and ambiguity. Conceptual and mathematical models of the systematic approach to developing innovative AI-based products and projects in the BANI environment have been constructed. The research results can be utilized by enterprises and organizations planning to develop and implement AI-based projects in the BANI environment.

Scientific periodicals of Ukraine
Industry, innovation and infrastructure
Openalex Percentile: Top 43%
Atmospheric chemistry and aerosols
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