Finance chief Dan Durn is turning Adobe’s finance organization into an early proving ground for agentic AI—using autonomous software agents to forecast results, scan contracts, and even answer hundreds of thousands of emails.
The push mirrors Adobe’s broader strategy around agentic AI. For customers, the company lets them choose models, combine them with their own data and Adobe’s, and point agents at specific business outcomes.
Internally, Durn, who is also in charge of technology, security and operations, has taken a similar approach to finance: pairing a rules-based, data-heavy function with AI, within a structure where finance, IT, and security report to one leader so pilots can move to production quickly. “Accuracy is non-negotiable,” he adds; that’s why Adobe is investing in structured data and governance so it can move fast without sacrificing precision, he says.
The rise of AI is rapidly reshaping corporate leadership, accelerating turnover and elevating executives who can deliver fast, tangible results. Even long-tenured leaders face increasing pressure from investors to move aggressively on AI. Recent leadership changes, including the announced retirement of Adobe CEO Shantanu Narayen, highlight how little patience markets now have for perceived hesitation. At the same time, Adobe reported that annualized revenue from its AI-first products more than tripled year over year in its first quarter of fiscal 2026, which ended Feb. 27. Across Fortune 500 companies, this dynamic is creating a new internal proving ground where executives are judged by how effectively, and how quickly, they deploy AI to drive growth, efficiency, and innovation.
Using AI in finance
Inside finance, Durn groups AI use into three buckets: forecasting, anomaly detection, and general productivity.
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For forecasting, AI uncovers patterns and signals in data that would be difficult for humans to detect quickly, he explains. Anomaly-detection agents flag performance that’s unexpectedly strong or weak—“things that can get lost in the sea of data”—so finance can intervene faster, he says.
However, Durn says the best examples now sit in productivity, citing three use cases:
1. Extracting information from PDFs
One of the most developed use cases involves “containers” of information—collections of PDFs such as investor transcripts, quarterly reports, and analyst research. Finance teams use Adobe’s PDF Spaces to load documents into a shared digital workspace and use an agentic AI assistant to surface themes, insights, and messaging cues in minutes rather than hours.
A recent Forrester TEI study found Acrobat’s agentic AI Assistant increases efficiencies in document summarization and analysis by 45%. Durn says that matters because “the world’s information lives in PDF,” and AI that turns static content into insights that can be used.
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2. Cutting contract review time in half
Adobe is also using agentic AI to overhaul contract reviews across finance and procurement functions including revenue assurance, contract operations, product fulfillment, and vendor management. Instead of finance professionals combing through every clause, an AI assistant scans thousands of contracts, highlights provisions relevant to each function, and flags non-standard terms.
The system has cut review time roughly in half, speeding individual reviews and allowing teams to query the entire contract repository—for example, identifying which contracts include auto-cancellation features or foreign-exchange adjustment windows, Durn says. Adobe built its first prototype by April 2024 and began onboarding teams in January 2025.
3. Automating “common” inboxes
A third area is the “common inboxes” that handle high-volume internal and external email—shared addresses for sales, treasury, finance, and supplier questions. Adobe deployed an agentic AI assistant that auto-tags, prioritizes, routes, and, when criteria are met, auto-responds to emails. Typical queries include supplier billing issues or standard credit-quality questions coming into the treasury from Salesforce.
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“In 2025 alone, the system auto-responded to about 300,000 emails across 19 inboxes, saving more than 5,000 hours of manual work and freeing teams to focus on more complex issues,” he says. The tool took about six months to build; beta teams began using it around August 2024, with full rollout in January 2025.
The payoff, he stresses, isn’t headcount cuts but the ability to scale more efficiently as Adobe grows.
Grassroots ideas, decade-long build
Durn traces these finance use cases to Adobe’s long AI journey and a bottom-up idea pipeline. The company has invested in machine learning and AI for more than a decade, initially to understand customer usage patterns and embed intelligence into products—work that laid the groundwork for generative and agentic AI.
Many of the best applications come from “reaching down into the organization” and asking employees where AI could remove friction or make their jobs easier, he says. There are more ideas than capacity, so the team prioritizes those with the greatest impact.
When deciding whether to green-light AI investments, Durn focuses on organizational velocity—the ability of back-office functions to keep pace with faster product innovation. If finance doesn’t adopt AI, he argues, it risks becoming a “rate limiter of growth.”
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The actual spend is modest, he adds; much of the work involves change management and process redesign layered onto Adobe’s technology.
Durn’s perspective on change management coincides with new research from McKinsey. To capture the full value of AI, organizations need to go beyond “a piecemeal approach and push for a double transformation—both technical and organizational—that includes reimagining how work gets done across functions and workflows,” according to the report. While 88% of organizations surveyed are now experimenting with AI, fewer than 20% report tangible bottom-line results,, the research finds.
How AI is changing his own job
For his own workflow, Durn relies on AI primarily for insight generation. Ahead of earnings, his team loads pre-earnings research reports, Adobe filings, and peer transcripts into an AI-powered workspace to surface themes and likely investor questions.
Scripts and Q&A preparation are then run through models with guardrails to test whether messaging addresses those themes and to ask, “If I were an investor, what are my key takeaways?”
He sees it as a useful check on clarity and consistency—using AI to validate instincts and sharpen how Adobe communicates with the market.
Covering the cost of fertility treatment can feel like yet another hurdle in a process that is already physically and emotionally draining. Not only do you have to go through the testing and medical procedures involved, you can also end up paying tens or even hundreds of thousands of dollars.
For families who want to have kids or women who want to afford themselves a little more time, though, this can feel like a price well worth paying. But the process may necessitate some financial planning. Research can also go a long way, as insurance companies increasingly offer coverage.
How much can fertility treatments cost?
The cost of fertility treatments can vary widely depending on the specific treatment that is necessary. A “typical egg preservation cycle is about $10,000,” while a frozen embryo transfer “could total about $2,500,” said The Bump. Meanwhile, a procedure like in vitro fertilization (IVF) “could add up to a total of $13,000 to $14,000.” Opting for a surrogate, meanwhile, can run anywhere from $80,000 to $100,000.
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There is also the reality that a fertility treatment is not always a one-time thing. In fact, “most people will need more than one cycle to achieve pregnancy,” said The Wall Street Journal.
Can insurance help cover fertility treatments?
Over the past decade, “more companies have already stepped up to help employees,” said Jaime Knopman, a reproductive endocrinologist for CCRM Fertility of New York, to the Journal. Now, said the outlet, “more than 40% of companies offer overall fertility benefits, according to a 2024 survey of employee benefits plans from the International Foundation of Employee Benefit Plans.”
Still, this does not mean you will get full coverage, and certain parts of the treatment process may not be covered. For example, “your plan may cover fertility medications, but only those of a specific brand. Or it may cover routine lab work, but only at designated labs,” said Discover. This makes it absolutely vital to do in-depth research and ask questions.
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If your company does not offer coverage, it could be worth asking HR. “Some patients even successfully lobbied their human-resources departments to change a company’s policies and benefits plans,” said the Journal.
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What are other options for covering the cost of treatments?
There are options besides your own bank account or insurance for helping to cover the cost of fertility treatments. Some alternatives include:
FSA or HSA funds: Flexible spending accounts, or FSAs, and health savings accounts, or HSAs, “may be used to help pay for IVF and other fertility treatments,” said First Citizens Bank.
Provider payment plans or financial assistance: Your doctor “may offer a payment plan, discounts for uninsured patients or even a shared-risk program,” said Discover.
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Nonprofits and charities: There are many “national and local nonprofit organizations that support fertility treatments and related costs,” said Discover. They may have eligibility requirements, however, as some are “established to assist with specific types of patients, while many include income thresholds.”
Fifty years ago, the U.S. Supreme Court struck down campaign spending limits in the landmark decision Buckley v. Valeo, finding the curbs violated First Amendment free-speech protections. Since then, several rulings, including the 2010 Citizens United case, which ended restrictions on election donations by corporations, nonprofits, and labor unions, have further loosened campaign finance regulations.
In this interview, which has been edited and condensed for length and clarity, Nicholas Stephanopoulos, Kirkland & Ellis Professor of Law at Harvard Law School, spoke about the recent ruling by the Supreme Court that lifted restrictions on how much money political parties can spend in coordination with candidates, its downside and potential upside, and its possible impact on the midterm elections.
Can you explain what the recent campaign finance ruling means? How is it going to affect political parties?
The recent decision is a not a huge blockbuster like some other campaign finance cases we’ve seen in recent years. That’s because the decision only involves limits on political parties’ coordinated expenditures with candidates, and that pool of money, both today and potentially in the future, is not enormous.
Before this ruling, parties could spend whatever they want, even before they could coordinate a lot of expenditures with candidates. Now they can just coordinate somewhat more. So, the stakes here were sort of moderate.
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The two things the decision means above all are these: On the negative side, it’ll be easier now for a corrupt donor [to skirt individual donation limits] to funnel more money to a candidate using a party as the conduit or the vehicle for that contribution. On the positive side, parties are permanent, important political institutions, and now somewhat more money might flow to parties instead of super PACs and dark money groups and other more problematic organizations.
Nicholas Stephanopoulos.
Harvard Law School
Justice Elena Kagan, who dissented from this ruling, said this decision would increase the likelihood of “political corruption.” Do you agree?
First of all, notice that Kagan isn’t challenging the fundamentals of campaign finance law. She’s not claiming that money isn’t speech. She’s not claiming that all campaign finance regulations should be upheld. She’s fully arguing within the current court’s doctrinal framework. She thinks that the law at issue is necessary to prevent corruption.
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Kagan points out that, with a little bit of bookkeeping, it should be fairly straightforward now for a donor to give effectively half a million dollars to a candidate channeled through a party, as opposed to the $7,000 the donor is allowed to give directly to the candidate.
With much bigger sums that can now be given through a party to a candidate, there’s the possibility of more quid pro quo corruption. A candidate isn’t likely to do very much in return for $7,000 but a candidate may do quite a bit more in return for $500,000. So I think we’ll see somewhat more corruption in politics as a result of today’s decision.
What’s the idea behind “money is speech,” which has been at the core of most campaign finance decisions since the 1970s?
The premise that money is speech, or at least it enables political speech, means that it can be covered by the First Amendment. That premise underlies all campaign finance doctrine since the 1970s.
It’s a controversial doctrine. Individual justices over the years have pointed out that money is not speech, and merely enabling speech is not the same thing as being speech itself. All campaign finance decisions since the 1970s have assumed that regulations of political funding involved the First Amendment because there’s a close enough connection to political speech, and even the progressive justices in the 1990s and 2000s still accepted that the First Amendment was involved here.
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The implication of fully endorsing the position that money isn’t speech is that all of these cases would quickly fall by the wayside. If money isn’t speech and there’s no First Amendment issue presented here, then Congress can regulate campaign finance however Congress wants to, without any possible First Amendment problem. But that view has never been the view of the majority of the court.
Can you compare the impact of this recent ruling to that of the 2010 Citizens United case?
Citizens United involved independent spending by corporations, by unions, and the court said that there’s no valid justification for limiting any independent campaign spending, whether it’s by candidates, rich individuals, parties, corporations, or unions.
The current case involves the somewhat less-explosive issue of coordinated expenditures. Citizens United was a sweeping decision, striking down a very important federal law and opening the door to huge new sums to be spent in politics. This decision isn’t like that. It doesn’t involve independent spending. It only involves one actor, political parties, not the whole range of actors. The stakes are a lot lower than the Citizens United case.
With this ruling, the Supreme Court overruled a 2001 decision, which upheld the same limits on coordinate expenditures with candidates. How do you explain that?
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The 2001 case was decided by the court when it was at its most pro-regulatory in the campaign finance context. What changed since 2001 is the composition of the court.
The critical change was when Sandra Day O’Connor retired in 2006, and Sam Alito replaced her. Alito has always been a skeptic of campaign finance regulations, whereas O’Connor, especially toward the end of her time on the court, was willing to uphold a lot of campaign finance regulations.
Almost everything that’s followed since then, Citizens United in 2010, McCutcheon in 2014, and other decisions striking down campaign finance laws, happened not because the world of politics changed or because there was some big insight on the court. It happened because the court became more conservative and what had been a five-four pro-regulation majority became a five-four anti-regulation majority.
It’s no surprise that the current court, which is now six-three against campaign finance regulation, doesn’t like a decision from this earlier period.
Will this ruling impact the midterm elections?
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In the near term, this will somewhat benefit the Republican Party committees that have more funds at their disposal because they have just happened to raise a lot more money recently than the Democratic Party entities.
However, even before this decision, all of those Republican entities could still spend their money however they wanted to, so it’s not that big of a change for them. I think Democrats will direct more of their donors to give some more money to party organizations. There might be a short-term benefit for Republicans, but I don’t think this will cause a great imbalance in the system going forward.
Overall, I’m not incredibly alarmed by this ruling. We’re still going to have in place various other laws and precautions that will stop some corruption.
It’s bad for our system to allow super PACs and dark-money groups to become the leading actors in campaign finance. I’d rather have the money in parties’ hands than in super PACs or dark-money groups’ hands. I don’t think the doors are really open for that much additional corruption here. I think there’s a non-trivial silver lining in strengthening political parties, which are valuable institutions.
Breaking a six-month record, the investment banking giant capitalizes on a surging wave of global megadeals.
Goldman Sachs said it had advised on more than $1 trillion of announced global mergers and acquisitions so far this year, the fastest any investment bank has reached that milestone in a six-month period, citing data from capital markets data provider Dealogic.
The bank attributed the milestone to a string of marquee mandates, including serving as co-financial adviser to Dominion Energy on its roughly $67 billion sale to rival utility NextEra Energy, announced last month, along with other major transactions.
Rise of the Megadeal
Goldman reported that its investment banking fees rose 48%, to $2.8 billion in the first quarter. It’s a reflection of the “K-shaped” M&A market, where megadeals are the dominant force, but deal volumes are declining, and mid-market activity is subdued.
Data compiled by PwC revealed that the global M&A market is on track to reach $4 trillion in 2026, a 13% annual increase, with major sales estimated to account for 48% of deal value worldwide, a significant expansion from two years ago.
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“Goldman has been the global leader in M&A advisory fees for more than 90 consecutive quarters. The fact that it’s reaping benefits from a moment of megadeal activity simply proves the strength of its franchise,” said Mark Narron, senior director at Fitch Ratings. “However, advisory revenues are generally a small share of total revenues. In 2021, which was Goldman’s record year for advisory, advisory revenues contributed only 10% of total revenues.”
Fitch says it’s difficult to forecast whether Goldman’s advisory revenues will continue to climb, given the cyclical nature of advisory fees and uneven regional M&A trends — with most deal activity still concentrated in the U.S.
Fitch expects M&A activity to be sensitive to market conditions, economic growth, geopolitical events, and interest rates. Global growth is estimated to decelerate to 2.8% this year, according to the latest OECD economic outlook report. Inflationary pressures are rising in advanced and emerging economies due to energy shocks from the Iran conflict. Prices in the G20 economies are expected to climb to 4% in 2026. In a “prolonged disruption” scenario, inflation could rise further, which may prompt hawkish interest rate responses from central banks.
Peter Taberner is a contributing writer based in the U.K.