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Accelerating AI for financial services: Innovation at scale with NVIDIA and Microsoft

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Accelerating AI for financial services: Innovation at scale with NVIDIA and Microsoft

Always on the cusp of technology innovation, the financial services industry (FSI) is once again poised for wholesale transformation, this time with Generative AI. Yet the complexity of what’s required highlights the need for partnerships and platforms calibrated to fast-track solutions at scale to capitalize on AI-era change.

Financial institutions have an unprecedented opportunity to leverage AI/GenAI to expand services, drive massive productivity gains, mitigate risks, and reduce costs. Across financial services markets, GenAI can play a role in several areas, including:

  • Optimizing product and service innovation
  • Enhancing contact center interactions
  • Delivering personalized banking experiences
  • Modernizing code
  • Detecting fraud
  • Creating predictive analytics and forecasting for investment insights
  • Empowering agent and advisors

According to NVIDIA’s State of AI in Financial Services 2024 Trends report, 43% of respondents are already using GenAI in their organization. What’s more, three quarters consider their AI capabilities to be ahead of or right in line with their peers. More than half (51%) say they are confident that AI will be critical to their companies’ future success.

GenAI-powered financial services use cases

Across the sector, GenAI is empowering innovation and enabling new work patterns. Among them:

  • Banking: Organizations are delivering personalized solutions with recommendations and enhancing customer service operations with avatar-assisted services and Natural Language Processing (NPL) chatbots that fulfill service requests promptly. GenAI is also helping to improve risk assessment via predictive analytics. In one example, BNY is deploying NVIDIA’s DGX SuperPOD AI supercomputer to enable AI-enabled applications, including deposit forecasting, payment automation, predictive trade analytics, and end-of-day cash balances.
  • Trading: GenAI optimizes quant finance, helps refine trading strategies, executes trades more effectively, and revolutionizes capital markets forecasting. Using deep neural networks and Azure GPUs built with NVIDIA technology, startup Riskfuel is developing accelerated models based on AI to determine derivative valuation and risk sensitivity. GenAI can also play a role in report summarization as well as generate new trading opportunities to increase market returns.
  • Payments: GenAI enables synthetic data generation and real-time fraud alerts for more proactive, accurate, and timely fraud monitoring. As new fraud patterns are identified, GenAI is used to create synthetic data and examples used to train enhanced fraud detection models. GenAI also helps identify patterns that assist in Suspicious Activity Report generation for anti-money laundering, greatly reducing investigation time.

NVIDIA + Microsoft: Partnering for AI transformation at scale

Given the pace of change, FSI companies need to lean into the right partnerships and resources to enable innovation. NVIDIA and Microsoft have a longstanding relationship centered on AI, and over the last two years, the pair have aligned GenAI offerings built from the ground up on Azure and the NVIDIA AI-enabled GPU stack.

Microsoft’s Azure infrastructure and ecosystem of software tooling, including NVIDIA AI Enterprise, is tightly coupled with NVIDIA GPUs and networking to establish an AI-ready platform unmatched in performance, security, and resiliency. The NVIDIA DGX SuperPod is the fastest path to AI innovation at scale, delivering a full-stack, turnkey solution that eliminates design complexity and facilitates time to deployment.  

The partners have a shared commitment to secure and responsible AI development, and experts and services are available to streamline capacity planning, provisioning, application performance testing, and user/DevOps training at each phase of the GenAI deployment cycle.

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The bottom line

Microsoft and NVIDIA’s decades-long collaboration is unleashing a full spectrum of AI foundations and services that together will quick-start the AI revolution for financial services solutions.

Read more from NVIDIA and Microsoft
https://blueprintforai.cio.com/

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How Applied Materials Is Driving Transformation of the Finance Function with SAP Taulia

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How Applied Materials Is Driving Transformation of the Finance Function with SAP Taulia

Within the global manufacturing industry, maintaining a competitive edge requires a delicate balance between driving internal efficiency and fostering strong external relationships. For Applied Materials, a leader in materials engineering solutions for the semiconductor industry, this challenge became the foundation for a strategic finance transformation program, with an SAP Taulia solution emerging as a key enabler.

The journey began in early 2019 with the launch of Agile Finance, an end-to-end transformation initiative designed to support the company’s aggressive growth trajectory, which included a goal to double in size. The initiative was built around three strategic pillars: enhancing the efficiency and effectiveness of the finance organization, promoting career fulfillment, and establishing a robust digital operating model. The impact was significant, with the finance function achieving approximately 35% productivity gains in its labor force.

The third pillar—the move to a digital operating model—is where the partnership with SAP Taulia began.

“The SAP Taulia Dynamic Discounting solution was introduced not merely as a cost-cutting measure, but as a strategic tool to transform and digitize the interaction with Applied’s extensive, global supplier base,” Junaid Ahmed, corporate VP, Finance at Applied Materials, says. “We understood that to reap the benefits of digitization, we had to ensure the suppliers were on board. It needed to be a win-win outcome.”

Unprecedented flexibility for suppliers

The program empowers suppliers—thousands of them worldwide—to self-select which approved invoices they wish to discount for early payment. This is not a continuous, all-or-nothing commitment but rather a decision made on an invoice-by-invoice basis. This flexibility allows suppliers to manage their working capital needs with greater precision, taking advantage of early payment during their own critical periods, such as quarter-end or year-end, to help meet their own financial targets.

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The system also drastically improves transactional efficiency. Suppliers no longer have to call Applied to track invoice status, approval, or payment date. All this information is available 24/7 in the SAP Taulia solution, reducing resource allocation on both sides and ensuring both reap the benefits of moving to an integrated, digital system.

Free working capital to strengthen your financial supply chain and manage risk with SAP Taulia solutions

Strategic benefits for Applied Materials

For Applied, the program is a testament to its focus on balancing efficiency with strong supplier relationships. The philosophy is a “win-win” built on a crucial spread: Applied Materials, as a Fortune 500 company with strong cash flow, has a significantly lower cost of capital than many of its suppliers. By funding the discounts, Applied captures a return—the discount income—while offering its suppliers funding at a rate close to their cost of capital, but with greater convenience.

This relationship-focused approach is critical. Applied’s supplier account managers actively support the program because they recognize its mutual benefit, not viewing it as a finance mandate to push costs onto the supply base.

Furthermore, the “dynamic” nature of the discount rates is a powerful risk mitigation tool. Unlike fixed contractual discounts, the rates can be adjusted in response to global economic changes, such as shifts in interest rates. When interest rates rose after the pandemic, Applied was able to adjust the discount rates accordingly with minimal pushback, as the core proposition remains the valuable spread between the parties’ cost of capital.

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The SAP Taulia Dynamic Discounting solution has been rolled out globally, giving all suppliers the opportunity to use it. This has been critical over the last 12 months as many businesses around the globe have been subject to new and often unexpected tariff costs impacting their margin and their liquidity.

“The flexibility of the solution means suppliers can access funds when they need them, which helps them navigate some of the economic uncertainty that many businesses are facing,” Dirk Holoubek, managing director, Finance Shared Services, explains. “2025 saw a 23% increase in usage of the discounts, reflecting the pressures that suppliers are feeling right now on their cash flow.” 

The solution’s capability to drive sophisticated analytics is also a major strategic asset. It helps provide insights into the different costs of capital between Applied and its supplier base. This data allows for targeted outreach and communication, ensuring that the offer of capital support is proactively extended to the suppliers that need it most.

The strategic value of the solution is further cemented by its ownership. The acquisition of Taulia by SAP brings several advantages.

“Trust is really important to both us and our suppliers,” Ahmed says. “For our suppliers to adopt a new solution, they need to know its technology they can rely on in the long term. Being part of SAP creates that assurance in the long-term future of the program.”

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Looking forward, Applied Materials is already focused on the next stage of the transformation project: Agile Finance 3.0, which is focused on enabling the organization to become AI-first. The company is deploying a global, organization-wide AI assistant to drive personal productivity, but the strategic application of AI in the supplier management space is even more profound.

AI is expected to transform decision-making enablement by analyzing critical information and communicating effective options. In the future, AI will be able to proactively assess the specific needs and attributes of the supplier base, enabling Applied to address issues more quickly and resolve them earlier. The benefits are already tangible in e-invoicing: AI has made the solution more flexible and “human-like,” capable of reading minor changes in invoice format that would have previously caused electronic errors. This reduced rigidity and increased flexibility are directly contributing to the overall efficiency of the digital operating model.

By leveraging the SAP Taulia Dynamic Discounting solution, Applied Materials has not only digitized a process but also strategically transformed its financial operations, creating a system that is agile, resilient, and focused on maintaining mutually beneficial relationships with its global supplier ecosystem.


Cedric Bru is CEO of SAP Taulia.

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Houston budget amendment would give financial assistance to help those impacted by a trash fee

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Houston budget amendment would give financial assistance to help those impacted by a trash fee

HOUSTON, Texas (KTRK) — Houston City Council could soon consider whether to offer financial assistance to help those who may struggle to afford a proposed trash fee.

This month, council will approve a budget. In it, Mayor John Whitmire doesn’t increase taxes.

However, he does want to charge a $5 monthly fee to cover trash services. A plan to help close the city’s nearly $200 million deficit that doesn’t add up to some.

Speaking in front of council on Wednesday, Super Neighborhood 64 president Lindsay Williams brought more than concerns, she had numbers surrounding the mayor’s proposed $5 monthly trash fee.

A plan his team says could climb to $25 a month by 2032. If it does, Williams told council that $300 annual cost would be just .15% of a $200,000 income.

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For someone making $15,000, it’s two percent. “More than 13 times the burden for the same trash, same truck and same fee, but not the same pay,” Williams explained.

However, Controller Chris Hollins said the mayor’s not being truthful about the real cost.

“Houstonians are not stupid,” Hollins said. “We should not treat Houstonians like they’re stupid.”

Hollins said the cost may need to be $40 a month. Whitmire didn’t respond to Hollins during the meeting when he asked if he plans to increase the fee.

No matter the cost, some council members want to offer financial relief. Right now, there are no exceptions.

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However, an amendment council will consider from Council Member Alejandra Salinas next week would change that.

“If they for whatever reason met the threshold and need an additional need because of the administrative fee, our amendment would allow them to apply for funds through the water fund,” Salinas said.

The trash fee wasn’t the only item from the mayor’s seven and a half billion dollar budget proposal that sparked debate. Hollins said a plan to divert money away from water utilities could drain a billion over the next five years from infrastructure money.

Whitmire disagrees saying there’s more than enough funds to handle the change, and continue with projects.

“We’ve all admitted the budget’s not perfect, but certainly it’s a first start that Houstonians understand and it’s a shame it’s being so politicized because it’s literally people’s lives and death,” Whitmire said.

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Council will vote on amendments next week. It has to have a new budget in place by the end of the month.

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How can I illustrate our financial position to a spouse who shows little interest?

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How can I illustrate our financial position to a spouse who shows little interest?

Reader question: My spouse has little interest in our financial position. As we age, this concerns me. I try to share some basic information (income, spending, account balances, debt, and so on) each month but rarely get a response. I think graphs or charts might be of more interest to her than a bunch of numbers. What recommendations would you have for illustrating our financial position so that I am not the only person aware of how we are situated? Thanks!

Answer: Your situation is pretty common. Most couples I know develop a division of labor over time, where one person is in charge of financial matters and the other person is less involved. That’s definitely the case for my husband and me. He’s in charge of paying all the monthly bills and preparing our tax returns, but the financial planning and investment decisions are up to me. This type of arrangement might work well for a long time, but can become less sustainable with age, particularly if the “finance person” in the relationship dies or develops a major health issue.

Online tools and mind maps

Illustrating your financial situation with charts and graphs is a great idea that might help your spouse become a little more involved. Morningstar’s  Portfolio X-Ray  tool includes a variety of images that help illustrate your financial situation. Websites for most major brokerage firms also include some visual tools. Schwab, for example, offers a Portfolio Checkup and a bar graph illustrating your account’s monthly income from dividends and interest income. Vanguard has a Portfolio Watch tool and a variety of performance illustrations, tools, and calculators.

A  mind map, which we used with clients when I worked for a financial advisory firm, can be another way to picture your entire financial situation on one page. There are various  softwaretemplates  for drawing a mind map, or you can simply sketch it out with a large sheet of paper and a pencil. Start with your names at the center of the page. Then draw spokes connecting to various categories, such as names of other family members; investment accounts; real estate and other assets, insurance policies, estate plans, key goals and values, and contact information for accountants, estate planners, and other professionals. It can be helpful to go through the mind map together and make any updates needed at least once a year.

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Other ways to communicate about money

A few other ideas—though not related to charts and graphs—might also be useful.

I like the idea of putting together a  net worth statement  that itemizes cash, taxable accounts, real estate, retirement accounts, and debt for each member of the couple as well as items owned jointly. It’s a good idea to update this document at least once a year and  discuss it as a couple. If you set up the document as a spreadsheet, you can include columns with additional information such as account numbers, what each account is used for, which accounts are subject to required minimum distributions, or tax issues like potential capital gains.

Many couples also put together a  binder  (sometimes humorously called a “Doomsday Book”) that contains information about where to find important paperwork, insurance policies, how bills are paid, what each account is for, steps the surviving spouse will need to take, final wishes, and any other critical information.

A well-qualified financial adviser can bridge the information gap

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Finally, you could consider working with a good  financial adviser,  who can help involve your spouse in financial matters while you’re still living and step in to fully manage investments and personal finance decisions if you pass away before your spouse. Make sure the adviser holds the Certified Financial Planner designation and charges fees that are reasonable. Although a 1% fee is still the industry standard for accounts of $1 million or less, it’s possible to find advisers who charge significantly less, including a few who price their services based on hours worked instead of a percentage of assets under management.

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This article was provided to The Associated Press by Morningstar. For more personal finance content, go to https://www.morningstar.com/personal-finance.

Amy C. Arnott, CFA, is a portfolio strategist for Morningstar and co-host of The Long View podcast.

Related links:

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3 Big Questions to Ask Your Aging Parents

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