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Home»Research»New study highlights obstacles companies face when using AI
Research

New study highlights obstacles companies face when using AI

By November 21, 2024No Comments5 Mins Read
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According to , businesses and organizations face significant obstacles to getting the most out of AI. … (+) Results of new research.

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New research shows that businesses and organizations face major obstacles to getting the most out of AI.

There are several reasons for these challenges, and a majority of executives have unrealistic confidence in whether their organizations are ready to use AI, according to a report released today by Capital One. It turns out that I have it too.

reality check

Capital One says, “Trust in AI is growing, but cracks are appearing in its foundations.” Their survey of 4,000 business and data leaders found:

Although 87% are confident in their company’s AI capabilities, only 35% of technologists say their organization has the skills and expertise needed to implement complex AI projects. 70% of technical staff say they spend up to four hours each day fixing data and other issues. Only 35% of respondents say their organization has a strong data culture, citing inconsistent support and education as the reason.

This research was conducted by Morning Consult on behalf of Capital One. The survey was conducted July 19-30, 2024 and has a margin of error of +/- 2%.

increased urgency

According to Cisco’s second annual AI Readiness Report released this week, many executives are feeling the pressure to maximize the power of AI. We found that 98% of executives surveyed feel an increased urgency to enable AI, and 85% agree. They have less than 18 months to take action.

AI is also forcing executives to rethink some of their technology-related assumptions and priorities.

“Ultimately, there will only be two types of companies: AI companies and non-AI companies.” It’s forcing us to rethink requirements, security, and more,” Cisco Chief Product Officer Jeethu Patel predicted in a press release.

Trapped in pilot purgatory

“Companies are having a very hard time implementing AI, leading to frustration and waste across the organization. Despite huge investments, many companies are stuck in “experimental purgatory,” where promising You can’t scale experiments to production,” Deborah Perry Piscione, author of “Employment Is Dead: How Disruptive Technologies Are Revolutionizing the Way We Work,” said in an email interview.

Another hurdle is that many employees don’t have the necessary skill sets to take advantage of technology.

“The harsh reality is that most employees lack the technical skills to use AI tools effectively, while leadership teams often rush forward without a clear strategic direction. This creates a dangerous disconnect that leaves expensive AI systems gathering dust or, worse, producing unreliable output that undermines their reliability,” Piscione noted.

leadership issues

Vincent Schmalbach, a freelance software engineer and AI consultant, said, “The biggest challenge I see with AI adoption is not technical; it’s because leaders don’t understand the practical limits.” “We often get caught up in the ‘element of surprise,'” he said in an email interview.

Some CEOs may not understand what it takes to ensure a successful AI implementation.

“As I help companies implement AI solutions, I often encounter CEOs who think AI can reduce their development teams and are excited about how AI can write code. What they miss is that 90% of the process is understanding requirements, creating mental models, communicating with stakeholders, and deep problem solving, and the actual code is just the tip of the iceberg.” explained.

“Spend money on AI”

“Right now, traditional companies are desperately investing in AI without understanding the fundamental truth that the employer-employee model itself is breaking down.” Their fight against adoption reveals the deep dysfunction of corporate hierarchies and full-time employment, while companies waste millions of dollars trying to force AI into outdated organizational structures. “Independent professionals and freelancers are more agile in incorporating AI tools into their work,” concluded Piscione, author of “Job is Dead.”

“Fear of leaving the job”

“Beyond data, there is an important human element. Fear of turnover creates resistance among teams, while a lack of comprehensive training prevents staff from taking full advantage of AI tools.” Founder of JoggAI said Anbang Xu, former senior product manager at . Apple commented via email.

Getting the most out of everything AI has to offer takes effort, money, and time.

“Successful AI integration requires a two-fold investment: first, building a robust data infrastructure that supports scalable insights; and second, building a robust data infrastructure that supports scalable insights; It’s about fostering a workplace culture of upskilling. Without these basic steps, AI becomes a misunderstood tool rather than a transformative asset, leading to lost adoption and impact.” I attached it.

Given the fact that AI continues to evolve rapidly, the sooner business leaders take steps to address obstacles to its use, the better.

Otherwise, your company will fall behind with each passing day, creating an internal crisis that will be difficult to overcome. And you risk being at a disadvantage against competitors who can take full advantage of all that AI has to offer now and in the future.

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