PUBM May 7, 2026

PubMatic Q1 2026 Earnings Call - Agentic AI Drives 80% Emerging Revenue Growth

Summary

PubMatic reported a strong Q1 2026 with revenue of $62.6M and adjusted EBITDA of $2.6M, beating guidance. The company highlighted 13% underlying YoY growth and an 80% surge in emerging revenues, now representing 14% of total revenue. This growth is heavily fueled by the adoption of AgenticOS and AI-driven solutions, which are automating ad buying and optimizing inventory. The company is successfully diversifying its revenue streams by expanding into high-growth channels like CTV, mobile apps, and commerce media, while also leveraging strategic partnerships with giants like Walmart Connect and PayPal to enhance its data and targeting capabilities.

Looking ahead, PubMatic expects to return to double-digit revenue growth in the second half of 2026, driven by the lapping of legacy DSP headwinds and the continued scaling of its AI products. The company is also benefiting from a structural shift in the advertising ecosystem, where AI is leveling the playing field between walled gardens and the open internet. Management emphasized that their owned infrastructure and deep data partnerships provide a durable competitive advantage, positioning PubMatic to capture significant market share gains, especially if Google's antitrust trial results in favorable remedies for the open internet.

Key Takeaways

  • Revenue reached $62.6 million and adjusted EBITDA was $2.6 million, both beating preliminary guidance and the high end of the guidance range.
  • Underlying business grew 13% year-over-year, representing 83% of total revenue, excluding the legacy DSP that was divested mid-2025.
  • Emerging revenues surged over 80% year-over-year, now accounting for 14% of total revenue, driven primarily by the adoption of AgenticOS and AI-powered tools.
  • The company is successfully diversifying its DSP mix, with mid-market and performance DSPs growing over 20% year-over-year, reducing reliance on large legacy buyers.
  • CTV revenues grew 18% year-over-year globally, supported by access to 28 of the top 30 global streamers and strong demand for live sports inventory.
  • Mobile app revenue grew over 25% year-over-year, with PubMatic now integrated with the three leading global mediation platforms, capturing over 90% of global SDK inventory.
  • Strategic partnerships with Walmart Connect and PayPal are enhancing the company's commerce media capabilities, bringing first-party shopper data and verified identity solutions to the platform.
  • AgenticOS has scaled to over 30 live, fully agentic campaigns, with clients reporting 80-90% time savings in campaign setup and significant improvements in CPMs.
  • The company processes over 1 trillion impressions per day and has seen a 20% year-over-year decline in unit costs due to AI-driven efficiencies and optimized infrastructure.
  • Management expects to return to double-digit revenue growth in the second half of 2026, with Q2 revenue guidance of $68-70 million and adjusted EBITDA of $8-10 million.

Full Transcript

Christian, Zoom Operator, PubMatic: Hello, everyone, and welcome to PubMatic’s first quarter 2026 earnings call. My name is Christian, and I will be your Zoom operator for today. Thank you for your attendance today, and as a reminder, this webinar is being recorded. I will now turn the call over to Stacy Clements.

Brianna Diaz, Analyst, Citizens0: Good afternoon, everyone, and welcome to PubMatic’s earnings call for the first quarter of 2026. This is Stacy Clements, and I’ll be your operator today. Joining me on the call are Rajeev Goel, Co-Founder and CEO, and Steve Pantelick, CFO. Before we get started, I have a few housekeeping items. Today’s prepared remarks have been recorded after which Rajeev and Steve will host live Q&A. If you plan to ask a question, please ensure you’ve set Zoom to display your full name and firm and use the Raise Hand function located at the bottom of your screen. A copy of our press release can be found on the website at investors.pubmatic.com. I would like to remind participants that during this call, management will make forward-looking statements, including without limitation, statements regarding our future performance, market opportunity, growth strategy, and financial outlook.

Forward-looking statements are based on our current expectations and assumptions regarding our business, the economy, and future conditions. These forward-looking statements are subject to inherent risks, uncertainties, and changes in circumstances that are difficult to predict. You can find more information about these risks, uncertainties, and other factors in our reports filed from time to time with the Securities and Exchange Commission and are available on investors.pubmatic.com, including our most recent Form 10-K and any subsequent filings on Forms 10-Q or 8-K. Our actual results may differ materially from those contemplated by the forward-looking statements. We caution you, therefore, against relying on any of these forward-looking statements.

All information discussed today is as of May 7th, 2026. We do not intend and undertake no obligation to update any forward-looking statement, whether as a result of new information, future developments, or otherwise, except as may be required by law. In addition, today’s discussion will include references to certain non-GAAP financial measures, including adjusted EBITDA, adjusted EBITDA margin, non-GAAP net income, cash flow from operations, and free cash flow. These non-GAAP measures are presented for supplemental informational purposes only and should not be considered a substitute for financial information presented in accordance with GAAP. A reconciliation of these measures to the most directly comparable GAAP measures is available in our press release. I will now turn the call over to Rajiv.

Rajeev Goel, Co-Founder and CEO, PubMatic: Thank you, Stacy, and welcome everyone. We delivered an exceptional first quarter with revenue and adjusted EBITDA ahead of guidance. These results reflect the continued strength of our business and accelerating adoption of our AI solutions. We delivered 13% year-over-year growth in our underlying business. Emerging revenues grew over 80% year-over-year and climbed to 14% of total revenues, aided by AgenticOS. The new strategy we launched in summer of 2025 is delivering tangible results. We’re diversifying our DSP mix, growing in high consumer engagement channels such as CTV and mobile app, and creating more value for key stakeholders across the advertising ecosystem. As a pioneer in AI, our multi-year investments are paying off and fueling new revenue streams, operating leverage, and market-leading advantages that are at the early stages of compounding. Agentic AI is more than just a productivity tool.

It’s a structural shift that is redefining the entire digital advertising market. It simplifies the connections between advertisers and outcomes and transforms how value flows through the ecosystem. Over the past two decades, digital advertising has undergone two profound transformations, each creating markets measured in the hundreds of billions of dollars. The first was real-time bidding, and the second was the shift to mobile consumption. Today, a third transformation of even larger magnitude is underway: AI-driven agentic advertising. AI simplifies the ecosystem by automating decisions that once required large teams using fragmented systems. Our platform sits at the intersection of buyers, publishers, and audiences, enabling us to apply AI at global scale across the entire value chain, from planning and discovery to activation and measurement. Our approach fundamentally changes how value is created. It drives performance that the legacy fragmented model is structurally challenged to deliver.

Importantly, agentic AI prioritizes outcomes, not interfaces. At the same time, AI is leveling the playing field between walled gardens and the open internet. Capabilities that once benefited closed platforms like efficiency, lower operating costs, and stronger advertising ROI are now achievable in the open internet with the added benefits of transparency and choice. As advertisers allocate spend based on measurable performance, our addressable market expands, and we are well-positioned to capture that shift. Importantly, our growth engine is directly aligned with customer outcomes. We’re evaluated on our ability to monetize every ad impression we process, and we earn revenue only when we deliver superior results for publishers and buyers. As customers see stronger performance, they increase usage, creating a self-reinforcing model where greater adoption and utilization drive both customer ROI and our own profitable growth. Our AgenticOS and Activate products extend this alignment further into the value chain.

Underpinning this model are 5 competitive advantages, assets that are increasingly difficult for new entrants to replicate and that compound over time. Further, they cannot be vibe coded. First is scale. Nearly the entire advertising support in open internet is available on PubMatic. We have nearly 2,000 premium publishers representing over 100,000 websites, apps, and streamers, including 28 of the top 30 global streamers. This breadth and depth of access to omni-channel inventory is built through years of trust and performance. Second is Activate. Our direct buying platform was designed from the beginning to drive performance and simplify the complexity of the ecosystem. By connecting ad demand and premium supply in a single environment, advertisers see higher ROI and publishers benefit from increased yield. Third is AgenticOS and our growing portfolio of AI agents.

We have over 20 different operational agents available for media buyers and publishers, with new agents rolling out every month to automate and optimize core advertising workflows. Our newest agent enables buyers to discover and activate curated omni-channel supply in seconds through natural language queries. For example, a media buyer simply asks for CTV inventory for male sports enthusiasts, and the agent instantly surfaces relevant opportunities, audience reach estimates, and deal options. This process used to take hours or days and is now reduced to minutes. Fourth, our owned and operated infrastructure. This is a structural advantage in the AI era. Our long-standing collaboration with NVIDIA brings advanced GPU technology directly into our platform with a variety of distinct benefits. GPU technology improves data processing to handle the massive advertising specific workloads that underpin bidding, pricing, and campaign optimization, cutting compute time and cost.

We’re using NVIDIA Triton Inference Server to deploy real-time inferencing for bidding and audience decisioning. As a result, we process data and train models faster and more cost effectively than cloud-based alternatives, while also improving model performance. In AI, faster feedback loops lead to better models, and better models attract more advertising activity. By owning our infrastructure, we keep that compounding advantage within PubMatic, allowing our competitive mode to widen with every transaction processed. Our data platform, Connect, is a key input of this flywheel. Comprised of data assets from over 300 data and commerce media partners, it’s our fifth competitive advantage. With faster processing, we are improving our proprietary model training in real time, resulting in significant performance improvements and better optimization for advertiser return on ad spend.

Connect is a powerful platform that enables advertisers to shift their audience targeting strategies to the sell side with greater efficiency and reach, which is a further catalyst for Activate and AgenticOS performance. There is no other company that has all five of these components and is innovating at this pace. Revenue growth is building and customer adoption continues to scale quickly. PubMatic now has AI embedded across its entire platform. Publishers use PubMatic Assistant to seamlessly make their inventory available to buyers on PubMatic via deals. Over 1,000 AI-powered deals have been transacted to date, resulting in millions of dollars in publisher monetization. Similarly, buyers use our AI Assistant’s chat-based interface to discover audiences and inventory and to activate new advertising campaigns. Even more exciting is the adoption of fully autonomous Agentic campaigns.

What launched at CES in January with a single campaign has now scaled to more than 30 live, fully Agentic campaigns from independent agencies, large buying platforms, and global brands across the U.S., France, the Netherlands, Australia, and India. PubMatic is the only platform that has operationalized fully Agentic campaigns at scale. Agencies like Butler/Till, MiQ, and Brkthru, a digital media solutions provider for more than 1,000 brands and 235 agencies, alongside Amnet and Abovo Maxlead in EMEA, are seeing compelling results, a material reduction in fees, more dollars shifting into working media, high-performing KPIs, and 80%-90% time savings in campaign setup. These aren’t marginal gains. These are step function efficiency unlocks that validate Agentic buying as a value chain shift. I’m incredibly proud of the team and the results we’re delivering.

We have the technology, infrastructure, scale, and innovation to lead this seismic industry shift. At the same time, we continue to strengthen our underlying business. The DSP landscape continues to evolve and fragment with the growing share of digital advertising spend coming from outside the Fortune 1000 advertisers. Our growth profile mirrors this trend as we diversify our business and accelerate expansion beyond the largest DSPs. In Q1, activity from mid-market and performance DSPs continued to grow over 20% year-over-year. Many of these DSPs are also quickly innovating around Agentic. AdRoll became the first DSP to connect to PubMatic’s PMP deal troubleshooting AI agent via Model Context Protocol. This integration enables their agent to autonomously troubleshoot private marketplace deals, cutting resolution time from days to minutes as compared to traditional programmatic workflows.

This is an exciting area of innovation and demonstrates how existing software interfaces are quickly becoming obsolete. We also continue to innovate with the largest performance DSPs. A significant milestone this quarter was our integration with Amazon’s Dynamic Traffic Engine, now launched globally. This integration shares demand signals from Amazon directly with PubMatic so that we can better match inventory to their advertiser demand in real time. Early results are delivering increased monetization for publishers on PubMatic, up to a 10% increase in CPM since its launch. We also delivered growth in high consumer engagement channels, including CTV and mobile app. New products like Creative Innovation Suite are now live across AgenticOS, enabling brands to connect with viewers across interactive content and devices.

For example, a viewer may start a show on their TV, pick it up later on a phone, or pause the content to check something online. Our technology lets advertisers deliver a consistent story across all of these moments. Premium publishers like Sling TV are unlocking more value from their inventory, while agencies such as Horizon Media, Crossmedia, and Kelly Scott Madison use Creative Innovation Suite to deliver more engaging, measurable campaigns for their clients. Our live sports marketplace continues to be one of the most powerful ways to reach engaged audiences. Through PubMatic, buyers can access premium CTV inventory across major sporting leagues and global events. The scale behind this growth opportunity is significant. We expect the FIFA World Cup alone will bring more than 100 million high-value impressions per day to our platform, with growing demand from buyers across the U.K., France, Germany, and Italy.

According to EMARKETER, digital live sports viewership is projected to grow 20% between now and 2030. With expansive partnerships across some of the largest premium live sports inventory, coupled with over 300 data partners and innovative CTV solutions, we expect live sports to be a strong growth driver over the next several years. Our mobile app business grew over 25% year-over-year. Over the past quarter, we deepened our integrations across the mobile ecosystem. We’re now live with the three leading global mediation platforms, AppLovin MAX, Google AdMob, and most recently, Unity LevelPlay. PubMatic now has access to over 90% of global SDK inventory. For example, Zynga, a global leader in interactive entertainment that reaches hundreds of millions of players worldwide, has integrated our SDK to provide advertisers with programmatic access to their high-value mobile audiences at global scale.

Much like mobile app, commerce media also benefits from logged-in user engagement, where buyers can prioritize performance and measurable outcomes. With an addressable market of $18 billion, we see a significant long-term opportunity in commerce media. Fueling this are new partnerships that add scale and audience data to the PubMatic Connect platform. We recently announced an exciting partnership with Walmart Connect, which unlocks new advertisers and new ad spend on our platform, particularly for CTV. Our partnership with Walmart Connect Select integrates their first-party shopper audiences with the media on our platform, enabling new performance-oriented ad transactions for SMB and enterprise advertisers. I’m also excited to share that we have integrated with payments leader PayPal, integrating the PayPal Ads ID. This integration brings over 25 billion transactions across 400 million verified PayPal and Venmo accounts to the platform, giving buyers high-value data to activate across the open internet.

It enhances targeting accuracy, verified identity across devices, and true closed-loop attribution in a privacy-safe way. As this partnership scales, we expect it to contribute to emerging revenue streams and deliver incremental margin. In closing, we delivered a great quarter. We continue to add marquee partnerships, focus on innovation, and execute across our strategic priorities. AI is an accelerant to our already diverse growth engine. The repeat engagement we’re seeing from customers underscores that this technology is driving performance. Each additional transaction compounds our data advantage, driving superior end performance and accelerating organic growth across our core business, including CTV, mobile app, and commerce media. With our proven model, differentiated infrastructure, and expanding global footprint, PubMatic is positioned to capture this next transformational shift in digital advertising, creating long-term value for our customers, partners, and shareholders. I’ll now turn the call over to Steve for the financials.

Brianna Diaz, Analyst, Citizens1: Thank you, Rajeev, and welcome everyone. We delivered a strong quarter with Q1 revenue of $62.6 million and adjusted EBITDA of $2.6 million, both ahead of the preliminary figures we shared on April 22 and well above the high end of our guidance ranges. Excluding revenues related to the legacy DSP referenced mid-2025, our underlying business grew 13% year-over-year and represented 83% of our total revenues. This double-digit growth reflects the health of our business, ongoing benefits from our multiyear secular growth investments, and the momentum of our strategic transformation. This execution, coupled with the rapid expansion of PubMatic’s AI tools and AgenticOS, positions us for accelerating double-digit revenue growth in the second half of the year. The majority of the revenue beat once again flowed through to adjusted EBITDA.

Q1 was the 40th consecutive quarter of positive adjusted EBITDA, underscoring the inherent durability of our model, ongoing productivity gains, and expense discipline. We also generated $10.7 million in free cash flow, a 17% free cash flow margin, and returned value to shareholders through the repurchase of 1 million Class A common shares. Moving on to the quarterly highlights. Our outperformance was driven by double-digit year-over-year growth in total company monetized impressions, reflecting the structural strength of our usage-based model. Our investments in high-value formats and channels also delivered outsized growth. Combined, revenue from CTV, mobile app, and emerging revenues grew over 20% year-over-year and represented the majority of total revenues. Breaking this down further, strength in CTV was led by the Americas, where revenues grew 13% year-over-year and represented approximately 80% of total CTV revenue.

With 28 out of the top 30 global streamers on PubMatic’s platform and growing access to live sports. We saw an increase in both the number of CTV advertisers and premium inventory available. Excluding the legacy DSP buyer, global CTV revenues grew 18% year-over-year. Mobile app extended its momentum as revenue increased over 25% year-over-year. This growth reflects the ramp-up of strategic partnerships, ongoing product innovation, and continued expansion of our global app publisher base. Notably, mobile apps saw broad-based growth in both video and display. With its sizable scale on our platform, mobile app also meaningfully contributed to our overall display revenues, which grew 5% year-over-year. Emerging revenue streams were again a standout category and grew over 80% year-over-year and represented 14% of total revenues, driven by increased adoption across our new AI products, including AgenticOS.

On a global basis, direct buy and on Activate grew more than 3x year-over-year. We also continued to diversify our DSP mix. Q1 ad spend from our mid-market DSP partners was up over 20% year-over-year, highlighting the impact of our increased focus and investment accelerating these high-growth innovative partners. Revenues in the first quarter related to the legacy D-DSP buyer were better than expected as we further optimized our platform to meet the needs of this buyer. Across our well-diversified portfolio of ad verticals, we saw double-digit percentage growth in health and fitness, technology and computing, and hobbies and interests. This growth helped offset softness in the business and food and drink verticals. Overall, our top 10 ad verticals increased mid-single digit percentages year-over-year.

Regionally, our APAC and EMEA businesses grew rapidly with a year-over-year revenue growth of 25% and 10% respectively, offsetting a 12% decline in the Americas, which was primarily due to the spend declines we anticipated from the legacy DSP buyer. Turning to our owned and operated infrastructure. The number of impressions we processed increased 26% year-over-year through optimization efforts and targeted CapEx investments. The combination of these efforts and AI-driven efficiencies enable us to manage our cost of revenue growth to 2% year-over-year, despite industry-wide utility cost passthroughs from data center co-lo providers. On a trailing twelve-month basis, our unit cost declined 20% year-over-year. Today, we officially process over 1 trillion impressions per day, which is a significant asset and long-term revenue opportunity for us as we accelerate our strategic transformation.

Our platform is becoming smarter, faster, and more profitable because of the compounding effects of our multi-year investments in AI and advanced computing, growing pool of premium inventory, and 300 plus data partnerships. We will continue shifting our investment away from predominantly capacity expansion towards targeted GPU-centric infrastructure that supports higher value, differentiated offerings like live sports, CTV, mobile app, and AgenticOS. We believe this approach will be a durable accelerant to growth over the long term and supports the broader industry shift to performance-based advertising. We will also continue to harness AI and automation internally across our company. Last quarter, I called out significant productivity gains in engineering, finance, and legal. We also extended AI operationally across our customer success organization, which is now achieving double-digit productivity gains performing their function.

Cumulatively, these internal efficiency gains are sizable and allow us to reallocate people and investments toward our biggest revenue growth initiatives. Moving on to operating expenses. Total operating expenses in the first quarter marginally increased 3% as compared to last year and includes the incremental investments in our buyer-focused sales team and broader go-to-market organization. Our productivity gains from AI that I just called out help fund these investments. Our total company headcount was down year-over-year as a result of this disciplined operating strategy. Q1 adjusted EBITDA was $2.6 million or 4% margin, which included a foreign exchange headwind of approximately $1 million due to the weakening US dollar over the quarter. Q1 GAAP net loss was $12.5 million or -$0.27 per diluted share. Moving to cash and our capital allocation. Our balance sheet remains a core strategic advantage.

We generated $17.3 million in net operating cash flows in the first quarter, up 11% over Q1 last year, and delivered free cash flow of $10.7 million, a 47% increase over last year. To underscore our long-term ability to generate cash, since the beginning of 2021 through Q1 2026, we have generated over $429 million in net cash from operations and more than $232 million in free cash flow. We ended the quarter with $145 million in cash and 0 debt. Our capital allocation strategy remains disciplined and balanced, focused on long-term shareholder value creation. We continue to invest in innovation and infrastructure to drive incremental organic growth while maintaining the flexibility to pursue strategic M&A opportunities. We’ve also made a long-term commitment to return capital to shareholders via our share repurchase program.

Since the inception of our repurchase program in February 2023 through the end of Q1, we have bought back 13.5 million Class A common shares for $190 million. We have $85 million remaining in this program authorized through the end of 2026. Moving on to our outlook. We expect Q2 revenue to be in the range of $68 million-$70 million, which includes continued momentum from high-value formats and channels and expanded use of our AI tools and AgenticOS. In April, our usage-based model continued to perform well with continued growth in monetized impressions. Ad spend across our top 10 ad verticals was also healthy in April. As a reminder, our Q2 outlook includes the impact from the legacy DSP we called out mid-2025 and which we will lap in Q3.

Q2 adjusted EBITDA is expected to be in the range of $8 million-$10 million and assumes a similar FX headwind as Q1. The sequential margin expansion compared to Q1 reflects our revenue scaling on a largely fixed cost base. Beginning in Q3, we expect to return to revenue growth and accelerate through the second half. With this revenue growth, we anticipate margin expansion supported by targeted investments in sales and AI products, expense discipline, and continued AI-driven cost efficiencies across all functional areas. Sequentially, quarterly cost of revenue and operating expenses are anticipated to marginally increase in the low to mid-single-digit %. Full-year CapEx is projected to be approximately $16 million-$19 million, with the majority of our CapEx to be invested in AI capabilities and advanced computing infrastructure.

In closing, Q1 was a strong start to the year, demonstrating both the durability of our model and the momentum building behind our strategic transformation. Our growing diversification across DSPs, verticals, geographies, and high-engagement environments reduces concentration risk and positions us to grow from a broader base. As we lap the DSP impact in Q3 and accelerate through the second half, we are well-positioned for both revenue and margin expansion. Importantly, AI is not just a product catalyst, it is a financial lever. We are driving new revenue from AI-powered solutions while using AI to expand margins, improve productivity, and fund the investments that drive our next phase of growth. With that, I’ll turn the call over to Stacy for questions.

Brianna Diaz, Analyst, Citizens0: Thank you, Steve. Our first question comes from Matthew Swanson at RBC. Please go ahead, Matthew.

Matthew Swanson, Analyst, RBC: Great. Thank you, guys. I guess just a couple of things. First, Steve, kind of picking up where you left off. The headwind from the DSP last year has obviously made things a little bit murkier to see all the good growth drivers. Can you just remind us in terms of timing in Q3? Is Q3, like, completely neutral? Like, no more headwind, or was it at a certain point within the quarter that the headwind really started to pick up? Just for us to kinda think about that.

Brianna Diaz, Analyst, Citizens1: Sure. Good to reconnect, Matt. We’ll see the benefit of lapping it, you know, not really at the start of the quarter. You know, we saw some of the impact, you know, flow in at the beginning of the quarter, but, you know, by mid-quarter, you know, we’ll be fully lapping the impact.

Matthew Swanson, Analyst, RBC: Thank you. Maybe for Rajeev, once we get through that headwind, you guys will just have to deal with the cyclical secular conversation everybody else still does. I mean, you’ve got a lot of really fast-growing segments of your business, and then there’s also areas that are growing less quickly. Can you just kind of help us think through how these newer emerging technologies ramp? I guess how you kind of think about those as they become the larger portion of your business and what the timeline would be on that.

Rajeev Goel, Co-Founder and CEO, PubMatic: Sure, yeah. Thanks, Matt. I think there’s a couple of things that give us good confidence to achieve double-digit rate of growth in the second half of the year. First of all, let’s start with AI, right? There’s a, as I said in the prepared remarks, there’s a huge agentic transformation underway in the industry. I think it’ll be the It’s the third transformation after RTB and mobile, and I think actually it’ll be bigger than those two.

That opportunity for us, which is obviously something we’re innovating very hard against, I think making terrific progress, that for us is a huge TAM expansion opportunity because I see AI as much more than just technical revolution, but actually a value chain revolution where we can connect the buyer and the advertiser much closer together and increase our TAM. That’s gonna cut across every ad format, not just the high-growth formats that we’re participating in, like CTV, mobile app or, you know, commerce media. So even within display and online video, as we reshape the value chain with agentic execution, there’s an opportunity for us to deliver more value across the ecosystem and for us in turn to capture more value.

I’m excited about the AI growth opportunity. I’m also excited about, you know, the other areas that I mentioned, CTV growth, mobile app growth, which was very strong for the last several quarters, commerce media, where I think we’re really gaining steam. We have our, you know, rest of our emerging revenue streams, which as Steve noted, you know, grew over 80% year-over-year in Q1.

Matthew Swanson, Analyst, RBC: Thank you both.

Brianna Diaz, Analyst, Citizens0: Our next question comes from Barton Crockett at Rosenblatt. Please go ahead, Barton.

Barton Crockett, Analyst, Rosenblatt: Yeah, thanks for taking the question. Yeah, I was just wanting to kind of understand in the guide, you know, given the noise around the DSP exit, did you guys tell us, like, what the growth is ex-DSP in your guide for the second quarter?

Brianna Diaz, Analyst, Citizens1: No, we didn’t share that, but, I mean, the trajectory will be similar, you know, to what we saw, you know, in the first quarter. You know, you know, the reality is, as Rajeev and I have called out, we have a lot of really strong growth drivers and the second quarter is going to be the last full quarter where we’re going to be lapping the impact. I would expect, you know, the midpoint of the guide, you know, is in the single digit range, excluding the DSP impact, and the upper boundary is going to be high single digits.

absolutely, you know, underscoring the fundamental growth that we’re seeing in our business across the board, which I think is really the important point for investors to understand. You know, it’s not just one particular format and channel. You know, it’s mobile app, it’s CTV, even display showed very strong growth in the first quarter.

Barton Crockett, Analyst, Rosenblatt: Okay. ’Cause yeah, I was backing in basically to the numbers that you gave, so just as a follow-up, I mean, it does suggest slower than the really robust 18% growth ex-DSP in the first quarter. Is that just conservatism in the guide, or is there something out there that tougher comp or, you know, something else less of a contributor that argues for a bit of a slowdown?

Brianna Diaz, Analyst, Citizens1: Just to clarify the data point, it’s actually 13% is what, you know, was the data point for the first quarter. No, it’s absolutely not. I think we’re feeling very good about sort of all the momentum that we’re seeing in the business. I’d say, you know, if you step back, you know, we’re not seeing in the macro, but, you know, we’re being appropriately prudent given sort of the amount of noise out there, you know, across the globe in terms of impacts from the war and consumer reticence to buy. From my perspective, you know, we are very well set up for, you know, a solid Q2, and more importantly, the momentum that we have going into the second half.

We anticipate returning to reported growth in the third quarter and accelerating to double-digit growth in the second half.

Barton Crockett, Analyst, Rosenblatt: Okay. All right. Then just, one final kind of question. You know, when you’re, you know, talking about the kind of growth in agentic volume, you talked about 1,000 kind of campaigns, you know, just to kind of, reality check, I mean, this is still, like, an immaterial percentage of your business. Is that correct? You know, what, you know, give us a sense of, you know, the degree of materiality you think we might see in that over the next few quarters.

Brianna Diaz, Analyst, Citizens1: I mean, the way to think about our overall AI set of initiatives, it’s not just one particular vector. You know, we’re operating and, you know, excelling on a number of different vectors. You know, from a AI-powered, you know, impact on our revenues, it’s of course the agentic, you know, campaigns that Rajeev described, it’s also all the other solutions that, you know, help drive our overall emerging revenues. You know, we shared the stat that, you know, AI, the emerging revenues grew over 80%, and AI-powered revenues are a big part of that growth.

I fully anticipate that, you know, along the spectrum of AI-powered or enabled, you know, for publishers to set up campaigns more quickly, to troubleshoot, to fully agentic campaigns, you know, are gonna help drive double-digit revenue growth for us in the second half, amongst all the other, you know, strong momentum we have in mobile app and CTV.

Barton Crockett, Analyst, Rosenblatt: Okay. All right. Thank you.

Brianna Diaz, Analyst, Citizens0: Our next question comes from James Heaney at Jefferies. Please go ahead, James.

James Heaney, Analyst, Jefferies: Yeah, great. Thanks for the question. Rajeev, can you just talk about the momentum that you’re seeing within the mid-market DSP segment? Just curious also over time how big of a driver you think that can be for your business compared to maybe the top five DSPs.

Rajeev Goel, Co-Founder and CEO, PubMatic: Sure. Yeah. Thanks, James, for the question. We are seeing, I think, really tremendous growth opportunity in that mid-market DSP cohort. And I think it’s consistent with where the advertising spend growth is. You know, if we look at the kind of the Fortune 1000 advertisers, many of them, you know, large enterprises, their incumbent brands, their ad budgets are pretty stagnant, as in many cases as their revenues are quite stagnant. And instead, what we see is that challenger brands, you know, mid-market, upper mid-market, SMB brands, they’re growing at a much faster pace in terms of their core business, and that means then that their advertising budgets are growing much faster. In particular, we see that in that upper mid-market category.

As a result, there’s a lot of fragmentation in the DSP space. Just in the last year, we’ve added over 50 DSPs. We continue to add more in the first quarter of the year. We’re seeing, I think, really strong growth there. I think over time, you know, it’ll change the composition of the market. It’ll diversify the opportunity base for us. I think AI is only gonna enhance that because AI will make it easier for these DSPs to onboard new clients that are in that mid-market or small advertiser category. It’ll make the cost of service, the cost of onboarding lower. I think we’re gonna continue to see that.

You know, I don’t know that I have a projection or a forecast of what % of the overall business it could be, but I would just say that I expect it to be, it already is significant, and I expect it to grow as a share of the total in the coming years.

James Heaney, Analyst, Jefferies: Great, that’s helpful. Then, Steve, one for you. Just as we think about the second half environment that you’re assuming, what are kinda your macro assumptions? Like, is there an element of conservatism? I mean, I know you haven’t given specific guidance, but anything on the macro? Then also, how are you sizing up political for Q3 and Q4?

Brianna Diaz, Analyst, Citizens1: Sure. You know, let me start out sort of near in. You know, the results that we saw in April, ad spending was healthy. We saw double-digit growth for a number of ad verticals on a year-over-year basis. As a reminder to everybody, we have a very well-diversified set of ad verticals, 20-plus. Strength in one or two or three or four certainly help offset softness in others. That’s really a function of sort of long-term investments we’ve made in our publisher base, tools, et cetera. We’ve been able to navigate and operate in a number of different macro environments. The environment right now is stable, healthy.

You know, we operate in an environment where, you know, we, you know, the programmatic world, you know, benefits when there is these kinds of stresses because we can show transparency, results, et cetera. I currently am being, I’d say cautiously optimistic about the macro for the balance of the year. Now, set against that, you know, just as a reminder, you know, I’ve called out as Rajeev-

James Heaney, Analyst, Jefferies: Yeah

Brianna Diaz, Analyst, Citizens1: you know, we have a lot of really significant drivers that are gonna help us, you know, continue to power our results through the course of the year. you know, Rajeev has described the AI leadership that we have established, you know, in market. you know, that is definitely gonna be a tailwind. you know, we just commented on the DSP diversification. You know, many of the new 50 DSPs that we brought in last year were performance-based, so that, you know, obviously is a great place to be in a challenging economic environment if that’s what happens. We continue to see great CTV leadership. We’ve been investing in cyclic growth areas in emerging revenues. You could see the tremendous growth that we’re seeing there.

Overall, you know, the way that I think about the second half, you know, we are well-poised in a number of different macro environments to continue to grow. You know, we’re gonna return to growth. We anticipate, given a stable macro environment, we’ll return to double-digit growth. We’re feeling really good about where we are right now as a business.

James Heaney, Analyst, Jefferies: Thank you.

Brianna Diaz, Analyst, Citizens0: Our next question comes from Robert Coolbrith at Evercore. Please go ahead, Robert.

Robert Coolbrith, Analyst, Evercore: Great. Thanks for the opportunity to ask a question. Congratulations on the results. Steve, a couple for you. Just any improvement in the trends with the legacy DSP in the quarter? Obviously, it was well-publicized that they had some disruption in terms of the direct connects with some of the agencies. You know, we’ve heard that, you know, those direct connects may have lost some share of voice within the DSP during the quarter, so just wanted to ask on that. You know, the vertical commentary and the macro commentary also, Steve, very helpful, but just wondering if you may broaden that a little bit. Did you see any slowdown in March, you know, related to the situation in Iran or fuel prices or anything like that and, you know, subsequent recovery in April?

Just wondering if you could give us a little bit of indication on, you know, whether you already saw a slight slowdown and now recovery, and maybe that gives you a little bit more confidence in the shape of the macro.

Brianna Diaz, Analyst, Citizens1: Sure.

Robert Coolbrith, Analyst, Evercore: Finally, Rajeev, sorry to pile all these on, but finally, Rajeev, with all the moves you’re making around agentic AI, just wondering if you could maybe discuss the potential opportunity for you to power ads within the LLMs themselves. Are those, you know, discussions that you’re having, or is that an area where you see opportunity? Thanks a lot.

Brianna Diaz, Analyst, Citizens1: Sure.

Go ahead, Steve.

Hey, Rob. Great questions, let me take each one in turn. With respect to the legacy DSP that we called out mid-2025, part of our, you know, our performance in the Q1 timeframe was, you know, the results were a little bit better than we anticipated. That, you know, was a contributing factor. Not a huge factor, definitely, you know, a good indicator of the progress that we’ve made. You know, it’s because we continue to optimize our platform to meet this buyer’s needs. You know, there’s a whole host of factors behind that.

I think the takeaway for investors should be that it’s, you know, we’ve established a stable business with this DSP after the initial drop back mid-2025. You know, what I saw in April, similar circumstances. You know, we’re gonna lap that, you know, in the coming months. That’ll be one headwind that we won’t have, and, you know, that’s gonna contribute to our, you know, accelerated growth in the second half. Now, second point, you know, around the macro, you know, I do wanna underscore again sort of our diversified, you know, ad portfolio, you know, across the board, you know, shopping, health and fitness, food and drink, hobbies and interests, arts and entertainment, et cetera.

What we’ve seen over a very long timeframe, you know, 15 years, you know, there’ll be strength in some and some softness in others, and we’ve really worked hard to make sure that we are not over-indexing in any one area. In the first quarter, you know, across the board, you know, it was pretty healthy and offset some softness. You know, the softness that we saw in the first quarter that I called out was food and drink, you know, was a little bit soft. You know, the softness in business. From my perspective, that’s just normal sort of puts and takes as there’s certain, you know, pressures across any ecosystem.

In April, you know, we saw strong results in the same categories that we saw in the first quarter. April we saw, you know, more than half of our ad verticals, you know, grow very nicely. Maybe a little bit of softness in travel, a little bit of softness in arts and entertainment. By and large, you know, with our diversified portfolios not really, you know, constraining, you know, our business. Looking ahead TBD, again, I would rather be in our situation in programmatic advertising, you know, in a business where we are investing in performance advertising, transparency, data. We are tapped into where all the growth is, where advertisers wanna invest than any other place.

What’s gonna happen is there’s still gonna be advertising if there’s pressure in the macro, and we’re gonna, you know, based on history, our space, our company has been a beneficiary of that. Over to you, Rajeev.

Rajeev Goel, Co-Founder and CEO, PubMatic: Thanks, Stephen. Rob, just to underscore on the last point Steve was making around performance. You know, I think it’s worth highlighting our partnerships that we announced with both Walmart and PayPal. These are obviously commerce media partnerships, but these are, I think, great counterbalances from a performance advertising growth perspective to any macro uncertainty. With Walmart Connect, we’re a preferred partner for their Walmart Connect Select product, I know it’s a little bit of a mouthful. But, really what we’re doing there is marrying their shopper audiences, right? Great first-party data, you know, one of the largest retailers in the world.

Marrying that with our high-quality inventory, CTV, mobile app, web, giving Walmart advertisers, whether they’re enterprise advertisers or small medium business advertisers, the ability to target those audiences on our platform. That’s a, you know, great opportunity to bring performance dollars and to bring incremental ad spend to our platform. With PayPal, you know, there are about 25 billion transactions, 400 million verified accounts from PayPal and Venmo. We’re integrating their transaction graph, their ID graph, as well as data into our platform, and again, bringing performance advertising solutions to the market.

Again, these are, I think, just great opportunities as we scale these for the second half of the year to counteract any potential macro from the broader environment. Now turning to your question around OpenAI and LLMs, you know, I think we all probably saw their their $100 billion ambition around advertising. I think, you know, for me, what that, what that indicates is that they’re gonna have to work with a wide variety of partners across the ecosystem. They’re gonna have to tap into enterprise advertisers, small medium business advertisers. They’re gonna have to tap into brand advertising and performance advertising. They’re gonna have to tap into, you know, display as well as richer video formats.

it’s going to be an ecosystem-wide effort, I think for them to get to that level. I think we do have an opportunity to partner with companies like that in order to bring the value of our business relationships, our infrastructure, our data, our enviral relationships, you know, all to a party like that. We’ve been working with much smaller companies in the space like Context and Tapier, so we’re already innovating on the ad formats and appropriate signals to monetize that kind of inventory, and I think that puts us in a good position.

James Heaney, Analyst, Jefferies: Great. Thank you very much.

Brianna Diaz, Analyst, Citizens0: Our next question comes from Eric Martinuzzi at Lake Street. Please go ahead, Eric. How about that? Can you talk now? All right. I’m gonna Eric, I’ll put you back in the queue. We cannot hear you unless you’re on mute.

Eric Martinuzzi, Analyst, Lake Street: Can you hear me?

Brianna Diaz, Analyst, Citizens0: Yes. Now, there you go.

Eric Martinuzzi, Analyst, Lake Street: Sorry about that. Yeah, I was curious, maybe I missed it. Did you give a net dollar-based retention number for Q1, Steve?

Brianna Diaz, Analyst, Citizens1: Yeah. I mean, it was basically flat-ish, you know, very similar to our overall reported number. You know, reflects sort of the impact from the legacy DSP, and I fully anticipate that to return to positive, you know, going into the second half of the year.

Eric Martinuzzi, Analyst, Lake Street: Okay. When you say flat-ish, it was sequentially up versus Q4. I think Q4 was 96%.

Brianna Diaz, Analyst, Citizens1: Yeah, a little bit better. Yep.

Eric Martinuzzi, Analyst, Lake Street: Okay. The expectation, you know, historically you guys have been in that kinda definitely above 100. Is that expectation is once we anniversary the large DSP, that that’s what happens?

Brianna Diaz, Analyst, Citizens1: Absolutely. I mean, I really important to underscore this for everybody on the call. You know, we have, you know, made tremendous progress across a number of fronts focused on secular growth areas and managing through the DSP impact. Going into the third quarter, we’re gonna you know, return to year-over-year revenue growth. We’re gonna see revenues accelerate to double-digit rates, based upon, you know, the multitude of initiatives that, you know, we’ve called out, and you know, continue to see a really great adoption, and, you know, a long-term, you know, trajectory ahead of us.

Eric Martinuzzi, Analyst, Lake Street: Okay. You had a high-level leadership turnover that was part of the reason for the prelim results. Just wondering if you can give us an update there, specifically with regard to the sort of single uber CRO.

Brianna Diaz, Analyst, Citizens1: Any update for us?

Rajeev Goel, Co-Founder and CEO, PubMatic: Sure, yeah, I can take that. We have two tremendous leaders that have been here for 15 years in one case and 13 years in another that are leaving for personal reasons. Pauline, our Chief Growth Officer, has made the difficult decision to leave due to health reasons, and Kyle Dozeman, our America CRO, is leaving to pursue an entrepreneurship opportunity, which has long been a personal ambition of his. Both are still in their roles for a transition period. We’ve engaged Heidrick & Struggles to work with us on a global CRO search. I think there’s an opportunity to consolidate some of our revenue-generating functions under a global CRO for improved execution, consistency and structure.

At the same time, we’ve got deep leadership bench and full confidence in the rest of the team. You know, that search is moving apace and we’re seeing a lot of great quality candidates. I think where we’re positioned in terms of the business model, in terms of profitability and cash generation, the diverse portfolio of growth drivers, as well as, of course, our AI leadership is a very attractive combination. I’m looking forward to getting the right person in place in the next couple of months.

Brianna Diaz, Analyst, Citizens1: Got it. Thanks for the update.

Brianna Diaz, Analyst, Citizens0: Our next question comes from Justin Patterson at KeyBank. Please go ahead, Justin.

Justin Patterson, Analyst, KeyBank: Great. Thank you and good afternoon. I was hoping you could expand a little bit more on just what you think the business looks like over time as AgenticOS scales and more AI is running through. Should we think of any kind of changes in the market structure or, excuse me, the margin structure? Just the type of client needs you can serve. Thank you.

Rajeev Goel, Co-Founder and CEO, PubMatic: Yeah, sure. Why don’t I start with that, and then Steve, feel free to chime in, of course. You know, I think there’s an opportunity to really simplify the complexity that exists in the ecosystem today. You know, today obviously we have a highly kinda siloed ecosystem, advertiser, agency, DSP, SSP, publisher, consumer, and then there’s other parties like verification and data management, et cetera. Really what our focus is on, and I think it’s quite different than what others are doing as it relates to AI, but our focus is on applying AI across the full value chain of the ecosystem. I think this is a really important distinction.

In my opinion, the true value of AI can only be achieved when it’s not operating within a silo, you know, AI operating within an SSP that connects with AI operating within a DSP, but instead when AI is running end to end. You know, when the data is available end to end, we see much better outcomes. AI agents, you know, running agentically, they’re gonna do their best work, which is both increasing the effectiveness of advertising as well as increasing the efficiency, when they’re all able to operate much more broadly and much more autonomously against a customer’s objective.

With that in mind, it really opens up a lot more of the addressable market opportunity to us, where, for instance, when a customer is using Activate, which is direct buying in our SSP, and then accessing that agentically with AgenticOS, and, you know, we shared over 30 campaigns that are live, then the customers are seeing tremendous working media efficiencies, so more of their dollars are going to purchasing media. They’re seeing 30%-40% improvements in CPMs, 40% more media being able to be bought. Importantly, we actually see increases in revenue because we’re delivering more ROI and we’re delivering more value across the ecosystem. It’s an absolute revenue growth opportunity for us.

I think the other key point is that I see AI as an opportunity to really level the playing field, between walled gardens and the open internet. When an advertiser is buying directly in our SSP, it’s a single layer of technology, and it looks a lot like what the walled gardens leverage to drive ad performance, right? When you think about a Meta or a Google or some of those large platforms. Now the strong advertiser ROI that historically the walled gardens have been at an advantage at, we’re now seeing that ability to achieve that for advertisers. Lastly, I think what we’re also very quickly confronting is that user interfaces are becoming obsolete. AI agents obviously have no use for them.

I think humans operating with AI also have decreasing utility from a UI, which I think all of a sudden feels both very constrictive and taxing at the same time. We published case studies where clients that are using AgenticOS are seeing 80%-90% time savings for campaign setup when using AI. That’s obviously a tremendous value add, and I think we’ll have a huge opportunity, is a big opportunity within both agencies and advertisers. Let me stop there and turn it over to Steve.

Brianna Diaz, Analyst, Citizens1: Sure. Thanks, Rajeev. You know, from our perspective, this is just, you know, an ideal opportunity, a moment in time for our company because many of the things that we’ve been focused on over a decade plus, you know, developing, owning and operating our own infrastructure, you know, being a first mover in leveraging AI capabilities through engineering now to drive revenues, we’ve really positioned ourselves to, you know, take advantage of the revenue opportunity. Also, there’s going to be a significant margin opportunity because of the way that we leverage our fixed cost base. We’re going to be able to continue to manage our costs on a unit basis, but incrementally add these new revenue streams. Many of them, you know, are net new to us as a business.

We are very positive about the impact on this, you know, generational trend as Rajeev has described it. We’re a company that we’ve been building for years, and this is this time that we’re gonna be able to really take advantage of that for all the reasons that, you know, we’ve cited. We continue to put incremental resources in the right areas behind secular growth areas, into, you know, advanced infrastructure. Our focus and expense discipline, our focus on productivity will help us drive margins, you know, as the revenues, you know, come, you know, emerge from this opportunity.

Brianna Diaz, Analyst, Citizens0: Thanks, Steve. Our next question comes from Ken Wu at Wolfe. Please go ahead, Ken.

Ken Wu, Analyst, Wolfe Research: Thank you for taking my question. Rajeev, can you provide an update on your view of Google’s antitrust trial and the potential impact?

Rajeev Goel, Co-Founder and CEO, PubMatic: Sure, yeah. Thank you, Ken, for the question. We, of course, alongside, I think everybody else in the ecosystem, you know, are eagerly awaiting, you know, the verdict, to in terms of the remedies to come down. You know, I think some folks had anticipated that would have already been released. We’re expecting to see it, you know, any day or any week now. Obviously we’re waiting to see the extent of structural remedies as well as behavioral remedies. Our view is that the behavioral remedies can be implemented quite quickly. It’s pretty clear and pretty straightforward. We see the potential for, you know, opportunity, pretty imminently, post that verdict, again, subject to what exactly that verdict is.

Just as a reminder, we estimate that Google is a 60% market share player, and each 1% market share could add $50 million-$75 million in revenue to our business, with very high margins, around 80%ish. We think there’s an opportunity to more than double our share of the market, currently 4%, again, depending, subject a little bit to what exactly the verdict looks like. So big, big opportunity, massive opportunity really, and we’re, you know, waiting for that verdict at any point now.

Ken Wu, Analyst, Wolfe Research: Sounds good. That’s it for me. Thanks, guys.

Brianna Diaz, Analyst, Citizens0: We have time for one more question. Brianna Diaz at Citizens, please go ahead.

Brianna Diaz, Analyst, Citizens: Hi. Thanks so much for taking my question. Rajeev, on AgenticOS, it’s launched 2 months ago now, and you’ve already seen thousands of deals. I guess, what surprised you the most positively or negatively about how customers are actually using AgenticOS? How is that real-world feedback shaping where you take the product from here? Just also on AgenticOS, you mentioned last quarter that you’re still figuring out pricing. Are there any updates to that as to pricing structure or anything that you can share for those deals that are active today? Thank you.

Rajeev Goel, Co-Founder and CEO, PubMatic: Sure. Yeah. Thank you, Brianna. In terms of, you know, what’s surprising, maybe I’ll call out a couple of things. I think there’s a ecosystem-wide expectation that the use of AI can lead to efficiency, you know, less kind of manual time, less trader time to set up campaigns, you know, less time reviewing reports, things like that. And clearly we’re seeing that and, you know, I spoke to some of the metrics earlier about that. But I think what’s been a really positive surprise is what we’re seeing in terms of the effectiveness of advertising, which is that we’ve been able to show that with AI, we’re able to optimize things much faster than, you know, what humans can do.

Of course, humans have some built-in, let’s say, biases or preconceived notions that a machine does not have. I’ve been really pleasantly surprised that we’re seeing this dual benefit of both efficiency as well as effectiveness of advertising increasing, and I think that’s a really powerful opportunity for us. We are investing behind that significantly in terms of, you know, Steve mentioned earlier, you know, using AI internally at PubMatic to create efficiencies, you know, so teams are able to take on more work. We’re taking some of that upside opportunity and reinvesting that back into sales, back into our GTM, and back into product innovation.

That I think is gonna be also a key driver of our double-digit growth in the second half of the year. Maybe the last quick surprise, Brianna, is we’re seeing independent agencies really move quickly around AI. The holdcos are focused on it, but they have much bigger teams, much bigger systems, platforms, customer relationships, and so they tend to move a little bit more slowly. Although there’s definitely, I think every holdco is focused on this opportunity. Really the speed with which we’re seeing independent agencies is pretty fantastic. Let me turn it over to Steve to see if he’s got any comments on the pricing question.

Brianna Diaz, Analyst, Citizens1: Sure. Just two brief comments. One, you know, we anticipate the benefit of sort of our Activate product, which is our, you know, buying interface on our platform to, which is revenue share base, to be sort of that interface with the Agentic buying software. Very much, you know, consistent with, you know, our overall revenue share approach. We are also looking at subscription models in certain cases for our AI-powered tools.

Then, you know, finally, you know, with respect to sort of the overall benefit to our business, just as a reminder, you know, when an Agentic buyer comes in, utilizes Activate, the whole, I’ll use the $1 as an example, the whole $1 that gets bought, you know, stays within our ecosystem, meaning it accrues to our publishers, as opposed to if that $1 had gone to a DSP, we would get our relevant share of that DSP, you know, whatever our share of that wallet is. We get both incremental benefit from the revenue share via Activate, plus all of the revenue share that we normally charge for our supply-side platform. Obviously significant incremental upside for us.

Brianna Diaz, Analyst, Citizens: Thank you both.

Brianna Diaz, Analyst, Citizens0: Great.

Rajeev Goel, Co-Founder and CEO, PubMatic: Thank you.

Brianna Diaz, Analyst, Citizens0: Thanks, Steve. We are out of time, so I’m gonna turn the call back over to Rajeev for a few closing remarks.

Rajeev Goel, Co-Founder and CEO, PubMatic: Thank you, Stacy. We delivered a strong Q1 with momentum continuing into the second quarter. We expect to return to double-digit revenue growth in the second half of this year, along with corresponding margin expansion. Agentic advertising is transforming the industry. It’s creating automation and workflow efficiencies that no longer require a software interface and will materially change the value chain of our industry. We are scaling Agentic faster than our peers, and each additional transaction compounds our data advantage and drives superior performance. I’m looking forward to seeing many of you at upcoming conferences, including the Needham Technology, Media, & Consumer Conference in N.Y., the Jefferies Software, Internet, and AI Conference in Newport Coast, Evercore Global TMT Conference in San Francisco, and Rosenblatt’s Age of AI Technology Summit. Thank you everyone for joining us today, and have a great rest of your afternoon.