16.05.2022 23:04:00
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Successful Adoption of Off-the-Shelf AI Depends on Tight Business Alignment, Says Info-Tech Research Group
TORONTO, May 16, 2022 /PRNewswire/ - Global IT research and advisory firm Info-Tech Research Group has published a new research-driven, step-by-step blueprint for implementing artificial intelligence (AI) solutions. As companies invest more into data and AI solutions, this timely guide, Drive Business Value With Off-the-Shelf AI, details a holistic approach to ensuring implementation success.
According to the new research guide, organizations are faced with multiple challenges when trying to adopt an AI solution, including data issues, ethics and compliance considerations, business process challenges, and misaligned leadership goals. When choosing the right product to meet business needs, organizations should know what questions to ask vendors to ensure they fully understand the implications of buying an AI or machine learning (ML) product.
In the blueprint, Info-Tech considers two main types of off-the-shelf AI products and solutions. The first type has AI/ML capabilities built into the product and might require training as part of the implementation. These solutions include AI-powered search engines, chatbots, and business intelligence or visualization tools.
"When choosing an AI-powered tool, there's no need to reinvent the wheel and build a product you can buy," says Irina Sedenko, research director at Info-Tech Research Group. "However, when using off-the-shelf solutions, be prepared to work around tool limitations and make sure you understand the data and the model the tool is built on."
The second type includes off-the-shelf ML/AI models, which are pre-built, pre-trained, and pre-optimized for a particular task. Examples include language models or image recognition models that can be used to speed up and simplify ML/AI systems development.
"When choosing an ML/AI model, using off-the-shelf models enables an agile approach to systems development," explains Sedenko. "This allows for faster proof of concept and validations of ideas and approaches, but the model might not be customizable for your requirements."
The research blueprint outlines how organizations can successfully implement an off-the-shelf AI solution. To ensure it delivers value, they must start with a clear definition of the business case and an understanding of their data. Info-Tech recommends having a solid grasp of the following considerations before considering an off-the-shelf AI solution:
View and download the complete Drive Business Value With Off-the-Shelf AI blueprint.
To learn more about Info-Tech Research Group and to download the latest research, visit infotech.com and connect via LinkedIn, Twitter, and Facebook.
Media professionals are encouraged to register for Info-Tech's Media Insiders Program for trending research and insights. This program provides unrestricted, on-demand access to IT, HR, and software industry content and subject matter experts from a group of more than 200 research analysts. To apply for access, contact pr@infotech.com.
About Info-Tech Research Group
Info-Tech Research Group is one of the world's leading information technology research and advisory firms, proudly serving over 30,000 IT professionals. The company produces unbiased and highly relevant research to help CIOs and IT leaders make strategic, timely, and well-informed decisions. For 25 years, Info-Tech has partnered closely with IT teams to provide them with everything they need, from actionable tools to analyst guidance, ensuring they deliver measurable results for their organizations.
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SOURCE Info-Tech Research Group
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