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Home Artificial Intelligence

Enterprises Struggle to Find Business Value with GenAI: Companies Overlook Broader Opportunities

Experts suggest that enterprises pursuing unrealistic immediate returns from Generative AI often overlook opportunities to address issues with more cost-effective machine learning solutions.

Akila by Akila
August 5, 2024
in Artificial Intelligence
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enterprises struggle to find business value with gen-ai

In the quickly changing field of technology, generative artificial intelligence (GenAI) has become a ground-breaking breakthrough. A subtype of artificial intelligence known as “gen AI” uses algorithms to create new data out of old data. Many businesses are finding it difficult to derive real economic value from GenAI projects, despite its potential. The cause? The larger picture is lost on them.

With capabilities that go beyond those of standard AI applications, GenAI is a potent tool that has the potential to completely revolutionize enterprises. It can simulate situations, come up with fresh concepts, and even produce original material. However, a lack of knowledge about GenAI’s possible applications and the larger context in which it operates frequently causes the struggle to extract economic value from these projects.

Enterprises often approach GenAI projects with a narrow focus, primarily viewing them as tools for automation or cost reduction. While these are certainly valuable applications, this perspective overlooks the transformative potential of GenAI. It can be a catalyst for innovation, driving new product development, enhancing customer experience, and opening up new revenue streams.

Moreover, many companies fail to recognize the need for a strategic approach to implementing GenAI projects. Without a clear vision and strategy, these initiatives often lack direction and fail to deliver the expected business value. Successful implementation of GenAI requires a holistic approach, considering not only the technical aspects but also the impact on business processes, structures, and culture.

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Gartner Forecasts 30% of GenAI Projects Will Fail to Move Beyond Proof of Concept

Another critical factor that companies often overlook is the importance of data quality. GenAI relies on existing data to generate new data. If the input data is poor, the output will also be of low quality, limiting the effectiveness of the GenAI project. Ensuring high-quality data is therefore essential for deriving meaningful value from GenAI.

The human element is another crucial aspect that is often neglected. While GenAI can automate certain tasks, it cannot replace human creativity, intuition, and decision-making capabilities. Companies need to strike a balance between automation and human intervention to harness the full potential of GenAI.

Furthermore, ethical considerations should not be overlooked when implementing GenAI projects. There are concerns about the potential misuse of GenAI in creating deepfakes or spreading misinformation. Companies need to establish ethical guidelines and ensure transparency in their use of GenAI to build trust with their stakeholders.

In conclusion, while enterprises may currently struggle to find business value in GenAI, the problem lies not with the technology itself but rather with the approach to its implementation. By broadening their perspective, developing a strategic approach, ensuring data quality, balancing automation with human intervention, and addressing ethical concerns, companies can unlock the full potential of GenAI and transform their businesses. The key is not to miss the big picture.

Tags: Generative AI
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Akila

Akila

Akila works with HeadsUp News with a passion for technology and lifestyle.

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