增强软件团队：如何从生成式人工智能中获得最大帮助

Investment Rating - The report does not explicitly state an investment rating for the industry Core Insights - The integration of generative AI into software engineering is expected to significantly enhance productivity and quality, marking a paradigm shift towards augmented software teams [21][66] - Organizations are still in the early stages of adopting generative AI, with 90% yet to scale its use, while 27% are running pilots and 11% have begun leveraging it in software functions [26] - Generative AI is projected to assist in over 25% of software design, development, and testing work by 2026, indicating its growing importance in the industry [66] Summary by Sections Augmented Software Teams - The concept of augmented software teams involves using generative AI to automate mundane tasks, allowing teams to focus on more complex and creative aspects of software development [21][54] - Successful implementation requires assessing organizational maturity, running experiments, and measuring impact to ensure effective deployment at scale [41][42] Generative AI Impact - Organizations utilizing generative AI have reported productivity improvements ranging from 7% to 18% in software engineering functions [66] - The benefits of generative AI include enabling innovative work, improving software quality, and increasing overall productivity [66] Experimentation and Measurement - A robust measurement protocol is essential for assessing the impact of generative AI, focusing on metrics such as coding velocity, unit test coverage, and developer experience [46][47] - Effective experimentation involves maintaining team stability, defining clear objectives, and utilizing a diverse backlog of user stories [13][47] Industry Trends - The generative AI software market is expected to grow from $33 billion in 2021 to$64 billion by 2025, outpacing the overall software market growth [66] - The report highlights that 67% of executives see the most potential for generative AI in the IT function to drive innovation and create value [66]