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Live Conference Recap BY Ade Akin | March 09, 2026

How AI Is Reshaping Talent Acquisition Without Replacing Human Judgment

Meghan Rhatigan and her team at Marriott International discovered that candidates didn’t mind getting a text message to book their interviews after automating interview scheduling. In fact, many candidates barely noticed.“We’ve scheduled over 300,000 interviews through an automated process and saved thousands and countless hours,” Rhatigan, VP of global talent acquisition experience at Marriott International, said during a panel discussion at From Day One’s Washington D.C.conference. The impact of that decision has been substantial: the interview process that once took ten days from start to finish now takes only three. Rhatigan’s findings challenged a common assumption in HR spaces, such as the belief that high-touch hospitality recruiting required human coordination at every step. Instead, automation freed Marriott International’s recruiters to focus on building relationships with candidates and hiring managers.Rhatigan shared her insights during a panel discussion with three other HR leaders titled “Modernizing Talent Acquisition: Enhancing Efficiency, Outreach, and the Applicant Experience,” as part of a wider discussion on how artificial intelligence is redefining the recruitment process. Adam DeRose, a senior reporter at Morning Brew’s HR Brew, moderated the conversation.The Case for Keeping Humans in ChargeThe panelists agreed there is a firm line between automation and decision-making. Rhatigan says Marriott made an early philosophical decision early on as it started to integrate AI into its system: AI would never get to select which candidates move forward or get hired. “We’re a hospitality company. We have a business around human connection and travel and experiences, and the last thing that we want is for candidates to go through a hiring process where they never actually talk to a human,” Rhatigan said. “There are companies that are moving in that direction, and that’s fine, but we’re not that company.”Panelists spoke about "Modernizing Talent Acquisition: Enhancing Efficiency, Outreach, and the Applicant Experience"Shabrina Davis, head of manager enablement and inclusive hiring learning at Amazon, offered a counterpoint. She says AI can help identify and reduce bias. It can intervene when recruiters develop unconscious preferences, such as favoring graduates from their alma mater. “From a learning and development perspective, we can have a pop-up that says, ‘Hey recruiter, we see you have a preference for Arizona State, but have you looked at Utah, or Florida State, or Howard University?’” Davis said. “Instead of 30 days later looking at a report and saying, ‘Oh, these recruiters are only looking here,’ we can do it immediately and have an intervention that rewires the thinking.”Data-Driven RecruitingFor Bert Hensley, chairman and CEO of Morgan Samuels, AI’s most valuable contribution has been transparency. His firm conducts executive searches with unusual intensity, typically speaking with more than 250 candidates per engagement, and up to 500 for sales roles. The research required to identify the right people once took 20 minutes per company. Now, AI accomplishes the same task in about 25 seconds.Using AI tools to aggregate data gives recruiters an honest view of their own performances. Hensley cited his wife, a therapist, who observes that “everyone is just hardwired to believe better about themselves than they really are. We live in that myth until you have the data that you’re getting every single day that tells you, no, you’re not quite doing what you thought you were doing.”Hensley says that reality check has improved performance across the organization while reducing anxiety. “They’re living in reality, and they don’t have to worry about what’s happening. They know what’s happening every single morning,” Hensley said.Jason Long, senior HRIS analyst at G-P, framed the broader challenge as one of trust. His company encourages employees to experiment with AI tools, and some of those innovations have made their way into G-P’s employer-of-record platform, helping connect professionals with international opportunities.Long drew a parallel to the early internet. “Pets.com didn’t fail because they didn’t have a good idea. They failed because nobody wanted to put their credit card on the internet in 2000,” he said. “Now we have HTTPS and PayPal and a million ways to do that. So what is that key that will unlock trust and help people actually believe that what they're getting from AI is useful?”Doing More With LessExternal pressures are also reshaping how companies approach the hiring process. Layoffs remain in the headlines, and candidates are asking harder questions. Davis acknowledged that Amazon’s recent workforce reductions come up in conversations.“We’re transparent,” she said. “Candidates ask about it, and it’s the reality of the industry that we’re in.” For new hires, a mindset of adaptability is essential. “The role that you’re hired for today may not be the role that you’re doing in 30 days. With that mindset, when you walk in the door, that hopefully will allow you to weather the storms.”Hensley has observed the same trend, noting that search firms now evaluate candidates on agility quotient (AQ), alongside intelligence quotient (IQ) and emotional quotient (EQ). “If they’re afraid of AI, I can’t present them to a client,” he said. “They don’t have to be the master of it, but they need to be embracing it.”For Rhatigan, the pressure is more immediate. Talent acquisition teams are being asked to do more with less. Marriott recently brought its frontline hiring in-house after two decades of relying on a recruitment process outsourcing (RPO) model. The company hired 50,000 U.S. frontline associates last year, despite having a team of only 20 people. “We would have never been able to do that without AI, ever,” Rhatigan said. “No one is going to be given a pot of money to add people anymore. But we’re all being asked to hire more. So the answer is technology.”Perhaps the most unexpected win came from Amazon’s learning and development team. Davis says AI has eliminated language barriers in training. A year ago, her team could only produce materials in seven languages due to translation costs. Now there’s effectively no limit. “If you’re in a small country on the continent of Africa, and your language is definitely not in the top seven, you’ll have the same experience as someone who’s in Italy,” she said. “It levels the playing field and makes it fair.”The lesson, panelists agreed, isn’t to chase grand transformations, but to find the small, repetitive tasks where automation can deliver meaningful impact while allowing humans to do what they do best.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 Ade Akin | March 04, 2026

Change Fatigue Is Real: How Leaders Can Keep Teams Adapting

Jennifer Vardeman kicked off the panel discussion at From Day One’s Houston conference by asking the audience about their sentiments when asked to adopt something new, like a tool, system, or policy, and to rate their feelings by raising one, two, or three fingers. One finger signified excitement, two meant exhaustion, and three represented pretending to be excited while feeling exhausted.“I see a few ones, that’s good, but mostly threes and twos,” Vardeman, Ph.D., professor and director at the Jack J. Valenti School of Communication, University of Houston, said. “So we’re in the right place at the right time.” The panel discussion moderated by Vardeman brought together HR leaders from four major organizations to diagnose the symptoms of change fatigue and discuss remedies. The Many Faces of FatigueFor Anand Mudunuru, global head of HR for software engineering at Stellantis, change fatigue looks less like resistance and more like weariness born of perpetual motion. Stellantis, the world’s third-largest automaker with over 250,000 employees, has undergone decades of acquisitions, leadership changes, and headquarters relocations.“What I see is that people are used to change,” Mudunuru said. “What happens is that people are exhausted. There is a never-ending story.” He says his teams are open to new things but crave “clarity of thought, focus, and clear timelines.”Clelia Cayama, the senior HR director at Vytl Controls Group, described a similar dynamic in her organization, which is built on continuous improvement and operational excellence. “Everybody over coffee is talking about what we can do better,” she said. “But then it comes, always a joke about, ‘Oh, new implementation, a new project. Who’s going to volunteer for that? Who’s going to lead it?”Panelists spoke on the topic, "Change Fatigue Is Real: How Leaders Can Keep Teams Adapting"Mindy Fitzgerald, the head of HR operational excellence at Air Products, offered a more visceral description. “I see a quiet depletion,” she said. “Discretionary energy into things. A sense of languishing, maybe the joy they got in a job, a task, or an activity. It just seems to be missing.”Brea May, head of HR for the Americas at Mahindra, painted a picture of organizational chaos. With three new product launches, two ERP systems to reconcile, and a host of strategic projects, the same “best and brightest” employees are tapped for every initiative. “It causes a lot of anxiety,” May said. “It causes a lot of burnout.”Communication Across Cultures and Time ZonesCommunication often breaks down first when employees are overwhelmed. Language barriers, cultural differences, and asynchronous work compound the challenge global organizations face.Mahindra, headquartered in Mumbai with over 200,000 employees across 100 countries, is familiar with this problem. Misunderstandings in written communication were once frequent, as only 10% of its employees speak English as a first language.“Somebody is taking in information, they’re translating it into English, and they’re putting it into a written form or speaking it out loud,” May said. “It caused a lot of tension for years.” Employees often interpreted direct, bullet-point emails as aggressive, while softer messages were seen as indecisive.The solution to that problem emerged organically. Employees began using a proprietary AI tool, Mahindra AI, to draft and refine cross-cultural communications. “Since everybody started doing it, it’s become this sort of adoption,” May said. “Hey, I’m not going to take offense to the email. I know that Mahindra AI wrote it.” Some employees even tag messages with disclaimers like “AI drafted this.”Stellantis took a different approach. Mudunuru, who built a 7,000-person software team across 30 countries during the pandemic, instituted monthly town halls as the single source of truth for major announcements. To ensure psychological safety, he introduced Mentimeter, an anonymous question-and-answer tool. “They’re able to bring out their concerns without being judged,” he said. “And most importantly, they’re being heard.”For Cayama, the key is intentional, empathetic leadership. “Our leaders are not afraid to say when they don’t have the answer,” she said. “To be there with people, to be empathetic, to relate themselves to what we’re going through.”The Leadership Behaviors That MatterAs the panel shifted from identifying the problem to addressing it, a clear picture emerged of the leadership habits that matter most: transparency, empowerment, and humanity.Cayama highlighted two of Vytl Controls Group's values: “trust to act” and “make it fun.” Trust to act means empowering people to make decisions and execute their work with the confidence that the organization has their back. Making it fun, she says, is about knowing when to pause. “Sometimes in the middle of a business review, to take the time to have some time to decompress, to make fun, not to talk about the work and the topic of the meeting, but to spend time together, connecting,” she added.Mudunuru emphasized customer centricity, passion, and a global mindset with regional execution. He also offered a more tactical tip that has been adopted at Stellantis: no meeting may exceed seven people, and every employee has the right to decline an invitation. “If you are invited, there’s a tendency just to add people,” he said. “Every employee has a right to reject the meeting.”Fitzgerald introduced the concept of “narrowing the field of focus.” She says leaders can create stability by establishing predictable rhythms when everything feels urgent. She stresses the little things, such as no-meeting Fridays, standing check-ins, or simply focusing on one thing during one-on-ones. “You’re creating a level of stabilization amongst all the churn,” she said.She also offered a mantra for leaders: “Our job as leaders is to prioritize the work for our people and our organization ruthlessly. It’s not to prioritize. It is to prioritize ruthlessly. Remember, all that work that you are unable to prioritize creates change fatigue and unsettledness for your employees.”AI as a PartnerThe panelists all agree that how artificial intelligence tools are introduced matters tremendously as they become ubiquitous. When used correctly, AI reduces overload instead of adding to it.Artificial intelligence is already reshaping the workforce at Stellantis. Mudunuru notes that the company has stopped hiring entry-level software engineers because AI systems now write much of the code needed. Experienced engineers are needed to validate and enhance the code, but the shift has forced a rethink of the talent strategy.Mudunuru created a chatbot trained on two years of town hall recordings for HR purposes. Employees in Poland can request vacation days using the system, while those in Brazil can contact their HR representative. “You don’t need to ask these questions,” he said. “Seventy to eighty percent of the questions are just for HR. They are not strategic questions.”Cayama’s organization uses AI to automate non-value-added tasks, freeing employees to focus on more meaningful work. Inside sales teams, for example, use AI to pull prior quotes, accelerating pricing and freeing up more time with clients. “It’s leveraging technology to do the non-value-added task so we can have more people-to-people interaction,” she said.At Mahindra, AI adoption is supported by monthly lunch-and-learn sessions. “It’s about getting them comfortable with using AI and showing how it could reduce the workload,” May said. “This is your partner. This is your assistant.”Learning From Failure to Keep Moving ForwardNo change initiative unfolds perfectly, and the panelists were candid about their missteps. May introduced a more unusual response to failure, the “smart failure award.” When a project fails despite meeting all deliverables, due to factors beyond the team’s control, the team presents lessons learned and receives recognition for the effort. “At first, people were saying, ‘I failed. This is hard,’” May said. But the award reframes failure as a learning opportunity and acknowledges the work that went into the attempt.As the panel concluded, Vardeman recapped the many strategies shared: clarity of thought, careful planning, listening, standing meetings, cultural onboarding, anonymous Q&A tools, values-based leadership, and ruthless prioritization. She highlighted the importance of seeing employees' lived reality, positioning AI as a partner, and creating space for fun.“Everything cannot be planned,” said Mudunuru. “Everything cannot be super structured. The best part is being on top of the list, prioritizing the list, and just keep executing.”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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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
Vivian Greentree(Attendee) profile picture

“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