This year’s top 8 use cases for AI, and what tech professionals need to support them
Knowledge-oriented tasks — such as intelligent search and document digitization — top this year’s artificial intelligence (AI) business projects, according to a new survey of IT leaders. There is also cash flowing into these efforts, as AI investments double.
That’s the word from a survey of 1,420 IT professionals, released by Rackspace Technology and Amazon Web Services. The survey shows a gusher of AI spending, as enterprises scramble to keep up with the trend. AI spending in 2024 is projected to more than double over 2023, equating to an average of $2.5 million per company. The spending range extends between $500,000 to $5 million among most companies in the survey conducted in January and February this year.
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AI is at a practical stage. The prominent use cases gaining the most traction include intelligent search, document processing, fraud detection, and customer engagement. More than half of respondents cite these areas as priority activities.
“AI users seek visionary innovation and the ability to make better decisions. However, current AI projects focus more on enhancing existing products, services and processes than creating breakthroughs,” the survey’s authors state. The following are leading use cases:
- Intelligent search – 62%
- Document processing (OCR, document classification, extraction, digitization) – 61%
- Fraud detection and cybersecurity – 56%
- Customer engagement (CRM, chatbots, call centers, customer affinity) – 54%
- Sales and marketing analytics – 46%
- Content generation – 43%
- Image and video recognition and classification – 40%
- Predictive maintenance – 34%
The survey also explores the leading types of technology investments and skills intended to support AI initiatives. Most technology purchases focus on boosting machine learning and predictive analytics (57%), supporting the Internet of Things (51%), and super-charging robotic process automation (45%). Almost a third (31%) of purchases seek to instill AI within physical robots, and 27% seek to enable more virtual and augmented reality applications.
Organizations need people with the skills to design, build, deploy, secure, and maintain such applicators — and 46% of respondents say they need more of these people. That demand includes software developers with AI expertise (44%), machine-learning engineers (42%), data analysts (41%), data engineers (41%), and data governance and security specialists (40%).
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In-demand skills include proficiency in programming languages such as R and Python, which tops the list at 49%, followed closely by the need for data scientists, data governance and security specialists, and data engineers, all at 46%.
The security of AI applications and large language models also presents unique challenges. More than half (58%) of respondents view cybersecurity as the top concern and only 51% of professionals adhere to formalized data policies for compliance.
“The complexity of AI models and the vast amounts of data they process can create significant security challenges, necessitating advanced security protocols and threat detection,” the survey’s authors state.
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Assuring AI isn’t hallucinating or ouputing erroneous information worries 30% of IT managers. “The consequences of inaccurate AI outputs can range from minor inconveniences to serious errors with far-reaching implications, emphasizing the need for rigorous testing and validation processes,” the authors state.
Bottom line: AI is the next stage in computing, requiring adjustments in skills mixes, security profiles, and corporate budget priorities. While many are excited by the prospects for innovation, AI will advance one bread-and-butter application at a time.
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