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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. This strategy results in more robust, versatile, and efficient applications that better serve diverse user needs and business objectives. In this post, we provide an overview of common multi-LLM applications.

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CIOs are rethinking how they use public cloud services. Here’s why.

CIO

Cloud spending is going up and budgets are tightening, so theyre asking whats going on and how do we right this ship. By moving applications back on premises, or using on-premises or hosted private cloud services, CIOs can avoid multi-tenancy while ensuring data privacy. I dont see that evolving too much beyond where we are today.

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Moderate IT budget increases have CIOs shaping 2025 strategies to suit

CIO

Despite those complications, a huge majority of IT leaders expect their organizations’ IT budgets to increase — at least moderately — in the next fiscal year, with IT talent and software spending leading the way. Talent, software spending lead the way According to Forrester’s guide, personnel accounts for nearly 35% of IT budgets.

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Overcoming the 6 barriers to IT modernization

CIO

For instance, Capital One successfully transitioned from mainframe systems to a cloud-first strategy by gradually migrating critical applications to Amazon Web Services (AWS). Budget constraints Barrier: IT modernization requires substantial investment, and budget constraints are a common hurdle.

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Companies look to sell off assets to pay for AI investments

CIO

Until now, many companies have cut costs in other areas, laid off staff, or raided the budgets of other departments to pay for AI projects. If you look at 23 and 2024 you had a lot of budget increases, you had a bunch of layoffs over the last couple of years, and not something thats sustainable.

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How to talk to your board about tech debt

CIO

When your CEO or CFO asks about the budget needed for technical debt remediation , do you find yourself struggling to justify the investment? Our research shows 52% of organizations are increasing AI investments through 2025 even though, along with enterprise applications, AI is the primary contributor to tech debt. You’re not alone.

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Track, allocate, and manage your generative AI cost and usage with Amazon Bedrock

AWS Machine Learning - AI

With demand for generative AI applications surging across projects and multiple lines of business, accurately allocating and tracking spend becomes more complex. This scalable, programmatic approach eliminates inefficient manual processes, reduces the risk of excess spending, and ensures that critical applications receive priority.