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Multi-LLM routing strategies for generative AI applications on AWS

AWS Machine Learning - AI

Organizations are increasingly using multiple large language models (LLMs) when building generative AI applications. Although an individual LLM can be highly capable, it might not optimally address a wide range of use cases or meet diverse performance requirements.

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Dulling the impact of AI-fueled cyber threats with AI

CIO

Consider 76 percent of IT leaders believe that generative AI (GenAI) will significantly impact their organizations, with 76 percent increasing their budgets to pursue AI. Take for instance large language models (LLMs) for GenAI. But when it comes to cybersecurity, AI has become a double-edged sword.

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From legacy to lakehouse: Centralizing insurance data with Delta Lake

CIO

Maintaining legacy systems can consume a substantial share of IT budgets up to 70% according to some analyses diverting resources that could otherwise be invested in innovation and digital transformation. Modern AI models, particularly large language models, frequently require real-time data processing capabilities.

Insurance 164
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Layoffs, AI demand create mismatched talent market for IT skills

CIO

Ongoing layoffs in the tech industry and rising demand for AI skills are contributing to a growing mismatch in the IT talent market, which continues to show mixed signals as economic factors and the rise of AI impact budgets and the long-term outlook for IT skills.

Marketing 195
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Gartner projects major IT spending increases for 2025

CIO

Free the AI At the same time, most organizations will spend a small percentage of their IT budgets on gen AI software deployments, Lovelock says. In some cases, the AI add-ons will be subscription models, like Microsoft Copilot, and sometimes, they will be free, like Salesforce Einstein, he says. CEO and president there.

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Banks bet on AI to deliver digital efficiencies

CIO

In the face of shrinking budgets and rising customer expectations, banks are increasingly relying on AI, according to a recent study by consulting firm Publicis Sapiens. In addition, budget constraints were cited as an obstacle by 32% of executives.

Banking 212
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How will AI agents be priced? CIOs need to pay attention

CIO

In comparison, current large language model pricing is a form of outcome-based pricing, with users paying for tokens processed or generated, he notes. While it may lack the direct ROI alignment of the outcome-based model, it simplifies the financial planning process for users who understand and manage technical resources.

Budget 193