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Live Conference Recap BY Ade Akin | April 20, 2026

Not AI for Something, Something for AI: Choosing the Right Problems to Solve

In an era where many companies scramble to find uses for AI, Raman Achutaraman advocates for the opposite approach.“We always want to solve a business problem,” he said during a fireside chat at From Day One's Silicon Valley HR conference. “But you’ve got to find what value you’re going to generate, and then which tech comes along the way.” For Achutaraman, the SVP of operations, AI and productivity at Applied Materials, this problem‑first philosophy is the guiding principle behind a sweeping digital transformation at one of the world’s most vital technology companies.The Quiet Giant of the Semiconductor RevolutionApplied Materials doesn’t manufacture the tech gadgets that have become part of our daily lives, like smartphones and laptops; instead, it builds the multi‑million‑dollar equipment that manufacturers use to produce the semiconductors inside them. As Achutaraman said to Steve Koepp, co-founder and editor at From Day One, who moderated the conversation, a single advanced logic chip requires roughly 2,000 processing steps and three months to complete, despite being “a thousand times smaller than a human hair.” Founded in 1967, Applied Materials predates companies such as Apple and Intel in Silicon Valley and now employs more than 36,000 people globally.  The company’s immense global footprint, supercharged by the accelerating AI revolution, makes digital transformation an urgent directive. To help meet this objective, Achutaraman’s role was created specifically to unify an organization that had grown “very global” and “very vertical.” He frames his team as an “internal consulting arm,” a nimble force that’s embedded in the middle to drive collective growth and navigate the friction of cross‑functional execution.Innovating the Way We InnovateWhen generative AI burst onto the scene, Achutaraman joined forces with the company's CIO and CTO to form a leadership trio that would charter the company's AI journey. Their guiding principle was to avoid using “AI for the sake of AI.” Instead, they focused on re‑engineering decades‑old workflows. They worked to “innovate the way we innovate,” Achutaraman said.Raman Achutaraman, SVP of operations, AI, and productivity at Applied Materials, spoke during the fireside chatThis mindset has led to a deliberate, problem‑centric rollout. The company established rigorous governance structures early on instead of unleashing every new tool on its workforce, addressing cybersecurity, intellectual property protection, and ethical concerns before any technology was deployed. “Almost the [entire] first year was really focused on making sure that anything we do doesn’t break,” Achutaraman said.The Cohort Program: From Office Hours to Change AgentsTraining 36,000 people on technology that evolves “every 15 minutes” requires more than a library of online courses. Achutaraman’s team launched a hands-on cohort program that pairs employees who have specific problems adopting artificial intelligence with mentors who are already advanced users. The program started small with weekly office hours where any employee could drop in with questions. It has since grown into a structured initiative. Last year, more than 1,000 employees applied to participate, and 250 were selected to work one‑on‑one with mentors.“When they solve their own problems using something, they start thinking about what else they can do with it,” Achutaraman said. “And they also act as the change agents going across the organization.” This peer‑driven model has proven to be far more effective than top‑down mandates, creating a self‑propagating network of AI champions throughout the organization.Data Quality and the Scientific RevolutionDespite all the excitement surrounding large language models, Achutaraman emphasizes that the real frontier lies in scientific and engineering data. The publicly available corpus of information, research papers, and technical articles is often biased toward positive results and lacks the calibration needed for rigorous scientific work. “You’ve got to generate your own data,” he added.To that end, Applied Materials is investing billions in a new research and development lab in Sunnyvale, California. The facility will help generate high‑quality data that will fuel the next generation of semiconductor innovation. “Having data at the right rate, using AI to be able to solve complex problems, needs not just AI. You actually need a whole bunch of other things: engineering, physical infrastructure, and actual experiments,” he said. Achutaraman also highlighted how Applied Materials' HR team is applying AI across the talent lifecycle. The technology is actively transforming every workflow, from analyzing Workday data to piloting AI‑powered manager coaching tools. Faster Insights, Better DecisionsAchutaraman remains firmly in the optimistic camp despite the accelerating pace of AI development. He sees the technology as a tool for gaining insights faster than a human ever could, enabling better decisions. He offered a personal example, using AI to digest decades of his aging parents’ complex health records, scattered across paper files and different doctors in India, to identify the right questions to ask their physicians. “Within five minutes, you’re able to at least find what questions to ask,” he said. “It’s not that you want the answers. The most important thing AI gives you is what questions to ask.” That perspective may be the most valuable takeaway for any leader navigating the AI revolution. The technology doesn’t replace human judgment; it equips people with faster insights, allowing for better decisions in an increasingly complex world. As Achutaraman put it, “It’s about faster insights and better quality decisions. It will give you insights that you would have missed.”Ade Akin covers artificial intelligence, workplace wellness, HR trends, and digital health solutions.(Photos by Josh Larson for From Day One)

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Live Conference Recap BY Jessica Swenson | April 15, 2026

Building Benefits That Balance Cost Efficiency With Employee Outcomes

As healthcare and benefits costs continue to rise, organizations are under increasing pressure to cut spending while maintaining the employee experience. Jordan Dhillon, VP of sales for SmithRx, suggests that one way to drive cost efficiency is to explore alternative partners and start benefit evaluations early. “Don’t be afraid to have the conversation. Look for the long-term partner that’s aligned with your model and your values, and start the process early,” she said during an executive panel discussion at From Day One’s Boston benefits conference. Dhillon spoke on a panel with four other leaders, moderated by Harvard Business Review contributing columnist Rebecca Knight.Evaluating Benefits ProgramsTo balance utilization, cost, and vendors within your benefits programming, Elizabeth McClure, head of benefits for Lantheus, endorses a full audit approach focused on refining and streamlining your offerings. She recommends looking at utilization rates to determine high-value benefits, and maximizing impact by consolidating duplicative services provided by multiple vendors. “I think it was important to go through and get the full picture of what employees value, and how we can really focus on those [things].”Panelists spoke about "Building Benefits That Balance Cost Efficiency With Employee Outcomes," in BostonWhile ROI is of course a critical part of the decision-making process, Kathleen Harris, head of consultant relations & strategic programs at Forma, emphasized that overreliance on ROI can detract from benefits that are valuable for overall culture even with limited direct use. She told the story of the company’s on-site daycare; it can only serve 250 families out of Forma’s nearly 1,000 employees, but employees across the spectrum are proud to say that they have on-site daycare. She calls this a halo benefit.Harris also cautioned against fragmented evaluation of benefits. “Sometimes we talk about the ecosystem, but then we also look at things in a silo. So we’re not looking at it across, we’re looking at it vertically, in terms of what we’re offering our employees.” Between this siloed view and failing to incorporate employee feedback, companies can wind up with lower-value, fragmented benefit plans.The lack of fiduciary alignment in traditional pharmacy benefit managers (PBMs) can be a hidden cause of overspending, says Dhillon. She advocates for partnering with independent PBMs that focus on lower drug costs, transparent pricing, and patient-first outcomes, aligning themselves with employer and employee needs. “I would say you need to find a partner that’s independent and that is operating in your best interest as a fiduciary,” said Dhillon.Inclusion in Benefits DesignMarjory Lake, head of total rewards & people operations at JCDecaux, suggests that companies consolidate vendors, continuously listen to employees to meet them where they are, and design benefits programming for real-life employee needs.JCDecaux recently combined healthcare savings accounts and 401(k) accounts into the same vendor, saving the company money while improving the employee experience, she says.Lake looks at employee benefits holistically to ensure the company is meeting the needs of most employees. “I want to look at something that’s more impactful and more meaningful. That way [you can get] that buy-in for the higher ups, but also you’re meeting people in the middle of where they are in their lives.”Aside from the simple shifting of costs, companies are finding innovative ways to provide value. Harris advocated for lifestyle spending accounts (LSAs) as a core requirement to address the diverse, evolving needs of today’s workforce. She discussed their ability to complement traditional benefit plans by bridging gaps for things like caregiving education, and counseling that are otherwise not covered.The advent of GLP-1 medications for weight loss has created a new benefit-cost challenge for companies, panelists agreed. “What we really focus on is that supportive ecosystem around all of these things. We want to partner with lifestyle vendors and offer these things like gym memberships and other pathways to meet people in the middle,” said Lake. “A healthier and happier workforce will, over time, pay it for itself.”Cindy de Bruin, senior director of benefits and global mobility for Boston Scientific Corp., highlighted the company’s Surgery Center of Excellence, which routes certain procedures through a curated provider network with the goal of lower costs, improved outcomes, and shortened recovery times.However, the workforce had a strong, unexpected reaction to the change, leading the company to realize that they needed better communication. “We had to explain that part of this is not just about cost—this is also about your benefit. This is also about all our employees across the U.S..”Communication as a StrategyNot surprisingly, the need for communication and employee listening around benefits programming emerged as a common theme. Employees need to understand why changes are happening, says Dhillon, or you can run into resistance and engagement issues. “The more you can communicate, the more you can educate your employees as to why we’re doing this—I think it’s powerful, and that’s where I see the most success, honestly.” Communication gaps can impact employees’ awareness of what is available to them. Vendors can help them navigate benefits, says de Bruin, but first there needs to be communication from the employer. “If we do listening sessions, for example, we sometimes hear of benefits that they would like to have offered that are already there. That means we are doing something wrong in the communication.” she said. To help neutralize lack of awareness or slow benefit uptake, Harris recommends multifaceted communications and repeated exposure to visual cues alongside traditional communication campaigns. Using an established color-coded system that categorizes company benefits, Forma draws attention to specific offerings or benefits by adapting its intranet site during seasonal awareness campaigns, but still sends a notification postcard to employees’ homes to notify them of actions like benefits enrollment.McClure achieved a 90% response rate on a recent employee survey by clearly communicating the purpose, “to make informed decisions moving forward,” ensuring anonymity, and allowing open-text responses. Employees are given the message that “this is your big chance to get out everything you want to get out,” she said, “because it’s so valuable [for the company] to hear this feedback.” In that survey, they “had 95% of people say that they rated benefits as the most important thing when determining whether they’re going to get a new job or stay at the one they’re at.” Armed with this employee data, she is able to keep leaders focused on the big picture and avoid quick fixes that could have negative long-term financial implications. Additionally, it’s crucial to balance vocal employee preferences with what is best for most employees, says Lake. “Our job is to always look at the equity—what the greater good is, what the need is,” she said. “The goal is to build a foundation that supports everyone. That’s not always easy, because everyone has different needs at different times, and they’re in different places in their lives.”Jessica Swenson is a freelance writer and proofreader based in the Midwest. Learn more about her at jmswensonllc.com.(Photos by Josh Larson for From Day One)

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What Our Attendees are Saying

Jordan Baker(Attendee) profile picture

“The panels were phenomenal. The breakout sessions were incredibly insightful. I got the opportunity to speak with countless HR leaders who are dedicated to improving people’s lives. I walked away feeling excited about my own future in the business world, knowing that many of today’s people leaders are striving for a more diverse, engaged, and inclusive workforce.”

– Jordan Baker, Emplify
Desiree Booker(Attendee) profile picture

“Thank you, From Day One, for such an important conversation on diversity and inclusion, employee engagement and social impact.”

– Desiree Booker, ColorVizion Lab
Kim Vu(Attendee) profile picture

“Timely and much needed convo about the importance of removing the stigma and providing accessible mental health resources for all employees.”

– Kim Vu, Remitly
Florangela Davila(Attendee) profile picture

“Great discussion about leadership, accountability, transparency and equity. Thanks for having me, From Day One.”

– Florangela Davila, KNKX 88.5 FM
Cory Hewett(Attendee) profile picture

“De-stigmatizing mental health illnesses, engaging stakeholders, arriving at mutually defined definitions for equity, and preventing burnout—these are important topics that I’m delighted are being discussed at the From Day One conference.”

– Cory Hewett, Gimme Vending Inc.
Trisha Stezzi(Attendee) profile picture

“Thank you for bringing speakers and influencers into one space so we can all continue our work scaling up the impact we make in our organizations and in the world!”

– Trisha Stezzi, Significance LLC
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“From Day One provided a full day of phenomenal learning opportunities and best practices in creating & nurturing corporate values while building purposeful relationships with employees, clients, & communities.”

– Vivian Greentree, Fiserv
Chip Maxwell(Attendee) profile picture

“We always enjoy and are impressed by your events, and this was no exception.”

– Chip Maxwell, Emplify
Katy Romero(Attendee) profile picture

“We really enjoyed the event yesterday— such an engaged group of attendees and the content was excellent. I'm feeling great about our decision to partner with FD1 this year.”

– Katy Romero, One Medical
Kayleen Perkins(Attendee) profile picture

“The From Day One Conference in Seattle was filled with people who want to make a positive impact in their company, and build an inclusive culture around diversity and inclusion. Thank you to all the panelists and speakers for sharing their expertise and insights. I'm looking forward to next year's event!”

– Kayleen Perkins, Seattle Children's
Michaela Ayers(Attendee) profile picture

“I had the pleasure of attending From Day One. My favorite session, Getting Bias Out of Our Systems, was such a powerful conversation between local thought leaders.”

– Michaela Ayers, Nourish Events
Sarah J. Rodehorst(Attendee) profile picture

“Inspiring speakers and powerful conversations. Loved meeting so many talented people driving change in their organizations. Thank you From Day One! I look forward to next year’s event!”

– Sarah J. Rodehorst, ePerkz
Angela Prater(Attendee) profile picture

“I had the distinct pleasure of attending From Day One Seattle. The Getting Bias Out of Our Systems discussion was inspirational and eye-opening.”

– Angela Prater, Confluence Health
Joel Stupka(Attendee) profile picture

“From Day One did an amazing job of providing an exceptional experience for both the attendees and vendors. I mean, we had whale sharks and giant manta rays gracefully swimming by on the other side of the hall from our booth!”

– Joel Stupka, SkillCycle
Alexis Hauk(Attendee) profile picture

“Last week I had the honor of moderating a panel on healthy work environments at the From Day One conference in Atlanta. I was so inspired by what these experts had to say about the timely and important topics of mental health in the workplace and the value of nurturing a culture of psychological safety.”

– Alexis Hauk, Emory University