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Three accomplished CFOs. Three candid conversations. One revealing look at how finance leaders think about acquisitions before the headlines ever appear.
In this special CFO Thought Leader edition, we revisit conversations with Jonathan Carr, former CFO of Armis, James Redfern, CFO of Reltio, and Toby Driver, CFO of IdeaGen. Each discusses acquisitions from a different vantage point—planning, integration, organizational readiness, and the people challenges that ultimately determine whether a transaction creates lasting value.
What makes these discussions especially compelling is their timing. Carr and Redfern shared their perspectives months before their companies were acquired. ServiceNow completed its acquisition of Armis in April 2026, while SAP completed its acquisition of Reltio in May 2026. Their remarks offer an unfiltered look at how experienced CFOs approached M&A before those transactions became public realities.
Driver complements those perspectives by explaining why successful acquisitions depend on disciplined integration, thoughtful execution, and finance leaders who understand that value is created long after the purchase agreement is signed.
Together, these conversations reveal that successful M&A extends well beyond valuation models and deal negotiations. It requires aligning people, integrating operations, managing risk, and establishing clear decision-making processes across the organization. Whether discussing integration playbooks, organizational change, or strategic planning, each CFO highlights a different dimension of the finance leader's role in helping acquisitions achieve their intended objectives.
For finance leaders navigating growth, transformation, or acquisition activity, these three conversations provide a timely look at the strategic thinking that often precedes—and helps shape—successful deals.
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Sinohe Terrero still remembers the timing. He joined Envoy in January, only to see the workplace transformed just two months later as offices around the world shut down because of COVID. The company had been building products for offices, but suddenly, almost no one was going to the office, Terrero tells us.
That abrupt shift forced Envoy to rethink its future. The company quickly introduced a product called Protect to help organizations safely welcome employees and visitors back into their facilities. From there, it expanded into desk management, room scheduling, deliveries, analytics, and ultimately a broader suite of workplace security solutions.
Today, that evolution has reshaped the business. Envoy now helps organizations across industries such as aerospace, defense, biopharma, and manufacturing secure their physical workplaces. Emergency notifications, visitor management, identity verification, and real-time visibility into who is inside a facility have become central capabilities, Terrero tells us.
Looking back, Terrero sees a different challenge driving the company’s growth. During the pandemic and the inflationary period that followed, organizations struggled to determine whether they would operate remotely, in hybrid environments, or fully in person. Now that most companies have settled on their workplace strategies, the demand for operational data has increased significantly, he tells us.
That demand extends beyond simply managing office attendance. Organizations want software that can verify identities, monitor facility access, manage security risks, and provide real-time information rather than relying on manual logs or random sampling. For Terrero, Envoy’s journey reflects how quickly a company can evolve when changing customer needs require an entirely new way of thinking about the workplace.
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Taking a Company Public: What CFOs Know
What does it really take to prepare a company for life as a public company?
In this special CFO Thought Leader compilation, we revisit three conversations with finance leaders who helped guide some of the technology industry's most recognizable companies through the IPO journey. Rather than focusing on the transaction itself, these CFOs share what happened behind the scenes—the operational changes, leadership decisions, and financial discipline required long before the opening bell rang.
John Kinzer, former CFO of HubSpot, explains how preparing for an IPO required transforming finance from a back-office function into a strategic business partner. He discusses the importance of balancing growth with profitability and creating the operational discipline expected of a public company.
Kelly Steckelberg, former CFO of Zoom Video Communications, reflects on building the people, processes, forecasting capabilities, and financial infrastructure necessary to support a successful transition to the public markets. She also shares lessons from leading Zoom through its first earnings call as a newly public company.
Drawing on his experience helping lead IPOs at Salesforce, Pandora, and Yext, Steve Cakebread offers a broader perspective on why companies go public, how management teams should prepare, and why governance, investor communication, and long-term vision are essential to building enduring public companies.
Together, these three accomplished CFOs offer a practical look at what it really takes to take a company public—from preparing the organization and strengthening financial operations to communicating with investors and leading through one of the most significant milestones in a company's evolution.
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When Martino Cadoni joined DeepL, he arrived with an unusual perspective—he already knew the company’s product firsthand. Earlier in his career at Klarna, he had helped introduce DeepL as a translation solution, making the transition from customer to CFO especially meaningful. Today, DeepL is backed by investors including HV Capital, Benchmark, Index Ventures, ICONIQ, and Atomico, Cadoni tells us. Working alongside those firms, he says, continually pushes him “out of the comfort zone.”
That mindset mirrors the company’s trajectory. DeepL supports “almost 50 percent of the Fortune 500 companies,” Cadoni tells us, while continuing to grow and mature for its next stage of development.
Rather than viewing language translation as a commodity, Cadoni emphasizes its strategic importance in critical business workflows. Pharmaceutical companies, for example, rely on accurate translation of regulatory documentation before commercializing new drugs, he tells us. Legal firms, airlines, manufacturers, and multinational organizations face similar challenges where translation quality directly affects operational outcomes.
Customer adoption reflects those varied use cases. DeepL monitors daily and monthly active users, translated character volumes, language pairs, and traditional financial metrics, Cadoni tells us. He notes that demand often extends well beyond English, highlighting significant activity between Japanese and Korean as well as Portuguese and Spanish.
Enterprise relationships frequently begin with a single geography or department before expanding across functions, Cadoni explains. One airline customer, for example, uses DeepL to translate aircraft maintenance documentation before selling planes internationally, illustrating how specialized AI can solve highly practical business problems while supporting global growth.
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When Jean Compeau joined Sonar as CFO in March 2025, AI coding was not yet dominating industry conversations. By the summer and fall that followed, however, the landscape had shifted dramatically. Today, AI agents are producing software code at a pace that humans cannot easily verify, creating both opportunity and risk.
That shift sits at the center of Sonar’s mission. The company is the global leader in AI code verification and governance in what it calls the agentic-centric development lifecycle, or “ACDC, just like the band,” Compeau tells us. The scale is significant. Sonar is trusted by 7 million developers, processes 750 billion lines of code daily, serves 25,000 paying customers, and counts 75 percent of the Fortune 100 among its customers, Compeau tells us.
For Compeau, growth is measured through both financial and operational signals. ARR, NRR, GRR, and EBITDA remain core metrics, she tells us. But she also watches utilization, adoption, lead generation, pipeline activity, and free-to-paid conversion rates because these indicators can reveal future performance before financial results arrive.
That perspective shapes how finance participates in strategic decisions. As Sonar invests in new AI-driven products, finance evaluates not only bookings potential but also the company’s long-term position in the AI market, Compeau tells us. The finance function remains involved throughout the process, helping operationalize everything from product introduction and revenue tracking to order management and cash collection.
For Compeau, finance’s role is not simply to measure growth—it is to help shape it.
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Each day, Stacey Jenkins watches a different set of indicators than the quarterly financial results that eventually appear on a report. Candidate applications, recruiter activity, and other throughput measures help tell the story of where Aerotek’s business may be headed. Financial results are “the lagging indicator,” Jenkins tells us.
That perspective reflects how she views both finance and leadership. While Aerotek remains focused on helping clients solve talent challenges and build flexible, specialized workforces, the company has steadily expanded its approach. Today, it is helping clients rethink how work gets done through workforce solutions, data insights, and new delivery models. Aerotek is also building capabilities in fully outsourced industrial services, Jenkins tells us.
The common thread is a willingness to look beyond traditional definitions of the business. Jenkins says she remains proud of the organization’s ability to help clients grow while helping people build their careers.
The same mindset appears in her approach to capital allocation. Rather than viewing investment decisions primarily through the lens of cost, she begins with curiosity. Drawing on both operational and strategic experience, she listens carefully to business leaders, asks for supporting data, and seeks to understand the expected outcomes behind each proposal.
The work does not end once funding is approved. Jenkins emphasizes the importance of measuring whether investments actually deliver the results that were anticipated. For her, resource allocation is about more than short-term spending decisions. It is about positioning the business, its people, and its clients for success over the next three, five, seven, and even ten years.
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When Jesse Waldron describes Thyme Care’s work, he begins with the patient experience. Cancer patients, he explains, are often thrust into a healthcare system that can feel overwhelming both financially and emotionally.
That reality sits at the center of Thyme Care’s mission. As an oncology care navigation company, Thyme Care helps patients move through their cancer journey while also partnering with health plans and oncology providers. The company works at the intersection of those relationships, helping coordinate care and improve outcomes.
Waldron tells us that Thyme Care partners first with health plans, which identify members undergoing active cancer treatment. From there, the company works directly with patients and collaborates with oncology practices and health systems delivering care. The goal is to help patients navigate treatment while helping health plans manage rising oncology costs.
A key part of that model is Thyme Care’s virtual care team. The organization employs approximately 550 nurses, social workers, and health navigators, Waldron tells us. Those professionals support patients between appointments, helping ensure they stay on track with medications, receive timely care, and have access to guidance when questions arise.
The company’s virtual approach also expands its reach beyond major population centers. Thyme Care serves patients across the United States, including rural communities where access to large academic medical centers may be limited, Waldron tells us. He points to community oncology practices in places such as rural Tennessee as examples of where the model can make a meaningful difference.
Today, Thyme Care serves more than 120,000 members actively undergoing their cancer journey, Waldron tells us.
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Five weeks into her role as CFO of Catalant, Christina Spade is helping guide a company that she believes is positioned for a different era of consulting.
Catalant was founded out of Harvard Business School in 2013 and began as an independent consultant matchmaking company, Spade tells us. Today, she describes the firm as a “Consulting 2.0” business built around agile, fit-for-purpose consulting designed to help organizations solve problems and create value more quickly.
The company’s evolution mirrors broader changes in the consulting industry. Independent consultants were often viewed skeptically a decade ago, Spade tells us. But as organizations sought greater efficiency during and after COVID, many finance leaders began looking for more flexible ways to access expertise.
That shift helped Catalant move beyond matching individual consultants with projects. The company now works with Fortune 500 organizations, assembling teams of experts tailored to specific business challenges, Spade tells us. Technology and AI play an increasingly important role, helping match consultants to projects and supporting consultants as they execute client work.
Spade’s strategic mindset is reflected in one of her favorite quotes from golfer Sam Snead: “Only play against par.” Rather than focusing primarily on competitors, she believes organizations should concentrate on the business problems they are uniquely positioned to solve.
That same philosophy informs her view of consulting economics. While billable hours remain important, Spade tells us that clients increasingly prefer outcome-based engagements. Success, she argues, should be measured by whether a project achieves its intended objectives, whether that means improving efficiency, strengthening customer understanding, or developing an executable AI strategy.
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When David Forlizzi describes Salsify, he begins with a simple observation: “We all use it every day.” Unlike some of the highly technical software businesses where he previously spent his career, Salsify’s value proposition is visible to anyone who shops online.
Product content sits at the center of the company’s platform, Forlizzi tells us. Whether consumers are browsing a brand website, Amazon, or another online retailer, they rely on product descriptions, photos, videos, and specifications to make purchasing decisions. When that information is inconsistent or incomplete across channels, it can undermine confidence and influence buying behavior.
Salsify helps brands manage and distribute that content across major retailers and commerce platforms, Forlizzi tells us. By serving as a central hub for product experience management, the company enables brands to deliver a consistent message while helping retailers improve conversion rates through stronger product information.
As CFO, Forlizzi sees continuity in the company’s strategy. The fundamentals of the SaaS model—“land, expand and retain”—remain unchanged, he tells us. What has evolved over the last two to three years is a stronger emphasis on profitability as access to capital has become more challenging in a less certain economic environment.
At the same time, AI is reshaping the software landscape. Salsify has embraced that change, and Forlizzi tells us the company views its position positively.
When asked what drives success today, his answer begins with the product itself. More than 800 participants attended a recent user conference, primarily customers, and their enthusiasm was evident, Forlizzi tells us. Strong customer experiences, dedicated employees, and a shareholder base that includes both venture capital and private equity investors have helped create what he describes as a unique situation that is “working quite well.”
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When Jaylene Kunze was asked to help rebuild a struggling subsidiary in the United Kingdom, she packed up her family and moved overseas with her nine-month-old daughter. The assignment was one more example of the type of challenge that would come to define her career. Rather than following a traditional finance path, Kunze gravitated toward what she calls “the fixer” role, stepping into situations where businesses needed operational repair, process improvement, or organizational change.
That mindset began to take shape through compliance and Sarbanes-Oxley work. While many viewed the documentation requirements as burdensome, Kunze tells us the process forced her to understand “the intersection of people, process, and systems” behind the numbers. It gave her visibility into how businesses actually operated and prepared her for increasingly complex leadership roles.
Her appetite for transformation became especially valuable when Tendril transitioned from venture-capital ownership to private-equity ownership. Kunze tells us the company ultimately combined six businesses into what became Uplight. As CFO, she oversaw diligence and integration while helping absorb five acquisitions within seven months.
The experience delivered lasting lessons. Culture, she tells us, matters more than many leaders expect. Different organizations often make decisions in entirely different ways, creating friction that financial models cannot predict. She also learned the cost of pushing too hard. Her team successfully completed aggressive integrations, but Kunze tells us she underestimated the human toll and would invest more heavily in staffing and support if given the opportunity again.
Today, those lessons continue to shape how she approaches leadership, growth, and change.
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A conversation from years earlier still stands out to Bruno Annicq. While working at AOL, he was supporting business leaders and helping tell the story of the business through data and analytics. Then a senior executive, Holly Hess, approached him with an unexpected suggestion: Why not become the CFO of AOL’s platforms business?
Annicq’s reaction was immediate. “Wait, me? Are you sure?” he recalls. Until that moment, he had never envisioned himself as a finance leader. Hess, however, saw something different—a broad skill set developed through engineering studies, consulting at McKinsey, and operational leadership roles inside AOL.
That willingness to build capabilities outside a traditional finance path has shaped Annicq’s career. He studied engineering not because he intended to become an engineer, but because he believed the skills would prove useful later. After McKinsey, he deliberately sought operational experience, joining AOL during a period of significant change that included Verizon’s acquisition of the company and AOL’s involvement in the Yahoo acquisition.
Those experiences reinforced lessons about adaptability and uncertainty. They also sharpened a principle he continues to emphasize today: distinguishing the “important” from the “urgent.”
As CFO of WellHub, Annicq applies that mindset to forecasting and capital allocation. Seeking greater precision, his team reimagined its forecasting process using multiple models inspired by the Windy weather application. The effort improved forecasting accuracy from roughly 10% error to 2%, Annicq tells us. More recently, the team expanded those capabilities with AI-powered tools, enabling greater forecasting depth across markets and customer segments.
For Annicq, finance’s strategic value is clear: better information creates the confidence to invest, move faster, and help the business grow.
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Kevin Hettrich walked into a conference room with a whiteboard full of numbers and a problem no one had fully articulated. QuantumScape’s leadership team was discussing how to scale an expensive R&D tool used to produce early battery materials. Hettrich had spent two weeks gathering data, talking with engineers, and analyzing manufacturing economics. Then he laid out the comparison: QuantumScape’s current performance, the best anyone had achieved in any industry, and what would ultimately be required to succeed in automotive production. There were “six orders of magnitude” separating the industry benchmark from what the company would eventually need, Hettrich tells us.
That moment became an early proving ground for a finance leader who had entered QuantumScape from a background shaped by McKinsey & Company, Bain Capital, and Stanford’s joint business and engineering program. Rather than staying confined to finance, Hettrich immersed himself in the company’s technical environment. He tells us he would contribute to at least one patent application each year and spent time “changing targets out of that tool” and mixing chemicals alongside engineers.
The broader strategy behind QuantumScape has remained equally ambitious. The company’s goal is not incremental improvement, but batteries that are “smaller and lighter,” “faster charging,” “longer lived,” “safer,” and “lower cost at the same time,” Hettrich tells us. Today, the company has commercial partnerships with Volkswagen and collaborations with Corning and Murata Manufacturing as it works to commercialize its solid-state battery platform.
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In early 2009, Paolo Poma found himself navigating what he recalls as a “really tough” period. At the time, he was helping steer Ducati through a leveraged buyout negotiated before the collapse of Lehman Brothers. Debt obligations had arrived just as markets were “plummeting,” Poma tells us, while lenders closely monitored covenant compliance and private equity owners pressed ahead with the deal.
Poma remembers sitting with bankers and shareholders through repeated discussions about liquidity, budgets, and cash generation. “Planning cash was crucial because covenants on cash were really tight,” he tells us. The experience forced him to balance operational performance with financial discipline while uncertainty spread across global markets. Ducati ultimately avoided breaking its covenants, Poma tells us, and the period became one of the defining stretches of his finance career.
The challenge also reinforced the leadership style that would later shape his tenure at Lamborghini. Trained originally as an engineer, Poma tells us he built his finance career by combining analytical rigor with business understanding. He later expanded his responsibilities from controlling to investor relations, treasury, and accounting before formally becoming CFO in 2011.
Today, that long-view mindset influences how he approaches Lamborghini’s growth. The company grew from roughly €200 million in revenue to nearly €2.4 billion over the last decade, Poma tells us, while maintaining a focus on profitability, product discipline, and sustainable expansion.
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Patrick McClymont still remembers the moment at IMAX when the numbers began moving in the wrong direction. Hired to help drive external growth through acquisitions and partnerships, he instead found himself sitting with CEO Rich Gelfond building what he calls an “early warning system.” Together, they agreed to monitor the next three film titles and “hold ourselves accountable” to a short-term scorecard, McClymont tells us. If the numbers shifted further, strategy would have to shift with them.
That experience reinforced a lesson McClymont carried from his earlier years at Goldman Sachs and into multiple CFO roles: “the numbers don’t lie,” he tells us. Before Goldman, he worked in real estate development, where he learned to “boil it down to the numbers” and find clarity quickly. At Goldman, advising transportation giants including UPS and major airlines exposed him to CEOs and CFOs navigating large-scale operational complexity.
When he joined Sotheby’s as CFO, however, McClymont discovered that financial fluency alone was not enough. The art specialists running major parts of the business “didn’t think about the world the way that Goldman Sachs people do,” he tells us. Rather than force financial terminology into conversations, he changed his communication style, using “brown bag lunches” to connect financial priorities with the realities of individual business units.
Today at Hagerty, that same mindset shapes his focus on customer economics, profitability, and building “one version of the truth,” he tells us.
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Alex Chun already knew the management team at NEOGOV long before he became its CFO. As an investor at Warburg Pincus, he spent more than four years “in the trenches” with NEOGOV’s leadership team, flying to Los Angeles to work through operational challenges alongside them, Chun tells us.
His path to finance leadership did not begin in accounting or FP&A. Instead, Chun spent nearly a decade evaluating companies at Morgan Stanley, General Atlantic, and Warburg Pincus, developing what he calls “pattern recognition” by analyzing “dozens, if not hundreds” of businesses, Chun tells us.
That investor mindset now shapes how he leads finance. After joining NEOGOV in 2021, Chun focused on transforming finance into the company’s “centralized insights engine,” bringing quantitative discipline beyond the finance department and into sales, customer operations, and product decision-making, Chun tells us.
He contrasts the polished presentations of boardrooms with the reality of operations, where even changing the pricing of a product can require “90 steps” across multiple teams, Chun tells us.
Today, Chun is equally focused on AI’s impact across the business. At NEOGOV, teams are using AI to analyze customer conversations, automate workflows, and rethink scalability itself, Chun tells us.
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Adam Goldbruch still remembers the celebration. In 2017, he stood inside a Tel Aviv startup office while employees cheered a milestone: a Disney princess quiz had generated “2.8 million page views,” he tells us. Champagne circulated as the founder delivered a visionary speech about changing communication through content.
At the time, Goldbruch was young enough to be swept up in the excitement, but skeptical enough to question what those metrics truly meant. Three years later, he found himself in the same company leading cost reductions and layoffs after realizing the celebrated KPI had not translated into sustainable value, he tells us.
That experience shaped the finance philosophy he carries today as CFO of DoorLoop. Goldbruch’s career began in construction finance, where he learned unit economics by seeing how materials and labor translated into physical buildings, he tells us. He later built FP&A functions across startups, private firms, and public companies, experiences that taught him how to identify the operational “ropes” that actually move a business forward.
At DoorLoop, that mindset surfaced again when leadership considered several new monetization initiatives. Rather than chase immediate revenue, Goldbruch modeled one-, three-, and five-year outcomes and concluded the company should focus on expanding the number of property units served, he tells us.
For Goldbruch, finance leadership is not about celebrating vanity metrics. It is about identifying the measurements that compound value over time.
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When the pandemic began reshaping the world in early 2020, Sarah Riley was helping guide finance at Zoom through an unprecedented surge in demand. “You could see the volume of Zoom almost spiking up by the regions that were going into shutdown,” Riley tells us. What followed was unlike anything most software companies had experienced before. During her four years at Zoom, the company expanded from roughly $200 million in ARR to $4 billion, Riley tells us. At one point, Zoom spent nearly half a billion dollars on AWS infrastructure costs it had not anticipated, she explains.
For Riley, the experience fundamentally reshaped how she viewed finance leadership. Rather than becoming fixated on gross margin guidance or traditional planning cycles, she says the finance team had to continually reevaluate the “strategic heart” of the business as Zoom evolved from an enterprise software company into a platform supporting schools, consumers, and businesses worldwide. “Forecasting and discipline comes second” in moments of extraordinary change, Riley tells us.
That mindset now informs her role as CFO of dbt Labs, where she oversees finance, accounting, and data operations while helping guide the company through its merger with Fivetran. Riley says today’s defining challenge for software businesses is balancing legacy operating models with the realities of AI-driven transformation. “You need to balance that with how do we make sure that we’re investing aggressively enough in capturing what our user base is turning into,” she tells us.
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Rick Hasselman recently boarded “a moving train,” describing his arrival at a newly merged SalesLoft and Clari business as both complex and energizing. Just a month and a half into the role, he is already immersed in integrating a $300 million-plus revenue company, he tells us.
That early moment captures a defining pattern across Hasselman’s career: a willingness to enter dynamic environments and impose structure where complexity dominates. At SalesLoft, that means unifying systems, aligning data, and translating operational activity into actionable insight. The merged platform combines sales engagement, forecasting, and conversational intelligence—capabilities that, when integrated, allow teams to “become smarter and smarter on what the next best activity is,” he tells us.
But for Hasselman, integration is not just a technical exercise—it is a strategic opportunity. As he explains, bringing together two organizations creates a chance to rethink workflows entirely. Processes that once took “three or four days” can be redesigned to take one, he tells us. This mindset reflects a broader approach: finance as an enabler of operational clarity and efficiency, rather than a function limited to reporting results.
At the center of this effort is data. Hasselman emphasizes that combining systems—from ERP to CRM—requires precision, but also unlocks new possibilities. By connecting internal data with external AI capabilities, the platform can extend its value beyond its own boundaries, he tells us.
For Hasselman, the challenge is clear: unify, simplify, and position the business to act faster—turning complexity into a competitive advantage.
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Macrina Kgil recalls a moment when she first encountered blockchain technology and “could not grasp whatever it was trying to do,” she tells us. Even with an engineering background, the concept felt distant and unclear. Yet that early confusion would later become a defining thread in her career.
Years later, when the opportunity arose to join Figure, Kgil recognized something different. The company had moved beyond theory—it was actively commercializing blockchain to reshape capital markets. That realization, she tells us, drew her in. What she saw was an intersection between consumer lending and blockchain innovation, two domains she had come to understand deeply through prior roles.
At Figure, that intersection takes form as a capital marketplace where loans can be originated and sold with greater speed and transparency. Traditional processes, she explains, required extensive validation and negotiation across multiple parties. By contrast, blockchain enables a standardized system where loan ownership is visible and singular—“you can only have one owner,” she tells us—reducing inefficiencies and risks like double pledging.
This progression—from uncertainty to conviction—mirrors Kgil’s broader strategic mindset. Rather than waiting for technologies to mature, she leans into complexity, learning from within. Her decision to engage with blockchain early reflects a willingness to navigate ambiguity in pursuit of long-term impact.
For Kgil, innovation is not simply about adopting new tools. It is about applying them in ways that improve outcomes—making financial systems faster, clearer, and ultimately more effective for those who depend on them.
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At Sage Future in San Francisco, three conversations reveal how AI is reshaping the finance function—from vision to execution to industry impact. Sage CTO Aaron Harris outlines the shift from assistive tools to autonomous systems, where trust and transparency will determine adoption. Sage's Jon Fasoli brings that vision into today’s finance workflows, where teams are cautiously embracing AI to accelerate decisions while maintaining control. And Sage's Julie Adams shows how these changes are unfolding inside construction, where real-time visibility and connected data are becoming essential to protecting margins and managing complexity.
Aaron Harris, CTO, Sage
Explores AI’s evolution toward autonomy, emphasizing that trust, explainability, and governance will determine how quickly finance leaders are willing to let go.
Jon Fasoli, SVP, Sage
Details how finance teams are applying AI today—balancing speed with control, and reinvesting productivity gains into faster, more informed decision-making.
Julie Adams, SVP, Sage
Highlights how AI is connecting fragmented construction workflows, enabling end-to-end visibility across projects to better manage costs, labor, and profitability.
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