Adaptive AI: How it's Transforming Companies
- 18 May 2023
- Adaptive AI
Adaptive Artificial Intelligence - or Adaptive AI - is transforming the way companies deal with change. Adaptive AI's ability to constantly learn and adjust to real-world changes allows organizations to be more agile and resilient, becoming able to react quickly to disruptions and crises.
Why is Adaptive AI vital for companies?
According to Gartner Distinguished VP Analyst, Erick Brethenoux, flexibility and adaptability are now vital for businesses, as was seen during the recent health and climate crises. These new AI systems continuously adapt and learn in runtime and development environments, becoming more resilient and adjustable to change.
Outperforming Peers by 25%
Gartner predicts that by 2026, companies that adopt AI engineering practices to build and manage adaptive AI systems will outperform their peers by at least 25% in terms of the number and time needed to operationalize artificial intelligence models.
How does Adaptive AI work?
Adaptive AI uses AI methods and techniques to enable systems to adjust to changing real-world circumstances during production. By learning behavioral patterns based on past human and machine experiences and runtime environments, adaptive AI delivers better and faster results.
Decision Making: Demanding More Autonomy
Decision-making is increasingly complex and will require decision intelligence systems to exercise more autonomy. However, decision-making processes will need to be redesigned to use Adaptive AI, which can have major implications for existing process architectures and require business stakeholders to ensure the ethical use of AI for compliance and regulations.
How can Adaptive AI be applied?
To implement adaptive AI systems, it is necessary to bring together representatives from business, IT and support functions to identify use cases, provide insights into technologies and identify the impact of sourcing and resources. AI engineering will play a critical role in building and operationalizing adaptive AI architectures.
What is the benefit of adopting Adaptive AI?
Adaptive systems will enable new ways of doing business, opening the door to new business models or products, services and channels that will break down decision-making silos. Companies that adopt adaptive AI will be better prepared to face future changes and remain competitive.
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