International Business Machines Corporation (IBM) Earnings Call Transcript & Summary

September 9, 2026

NYSE US Information Technology IT Services conference_presentation 35 min

What were the key takeaways from International Business Machines Corporation's September 9, 2026 earnings call?

In the Q3 2026 earnings call, IBM reported a revenue growth guidance of 4% to 5% for the fiscal year, maintaining its previous outlook. The company highlighted strong performance in its software and consulting segments, with Red Hat growing 11% and distributed infrastructure achieving a record 37% growth. Management emphasized that client demand is recovering and that they are not seeing demand destruction, signaling confidence in future growth despite recent spending shifts in IT budgets.

What topics did International Business Machines Corporation cover?

  • Revenue Growth Guidance: IBM maintained its revenue growth guidance for FY 2026 at 4% to 5%, with CFO Jim Kavanaugh stating, "We see nothing that changes the absolute conviction we have in our strategy and our portfolio in this marketplace." This reflects management's confidence in recovering client demand and a strong pipeline.
  • Software Performance: The software segment is expected to grow 6% to 8% for the year, with high-value recurring revenue driving growth. Kavanaugh noted, "80% high-value recurring revenue, subscription business models, consumption business models. We see that accelerating to double digit in the second half."
  • Consulting Growth: Consulting is showing signs of recovery with a $5.5 billion GenAI book of business, which represents a significant portion of their backlog. Kavanaugh stated, "We see in the second half accelerating consulting growth with accelerating margins," indicating a positive trend.
  • AI Strategy: IBM's AI strategy focuses on orchestration and governance rather than model building. Kavanaugh mentioned, "Clients are moving right now from experimentation to scale," which suggests growing adoption of AI solutions.
  • Quantum Investments: IBM continues to invest heavily in Quantum technology, with plans to build a large-scale fault-tolerant system by 2029. Kavanaugh highlighted the potential for significant revenue, stating, "We see the revenue opportunity in the billions before the end of this decade."

What were International Business Machines Corporation's September 9, 2026 results?

  • Revenue Growth Guidance: 4% to 5% (Maintained guidance for FY 2026, consistent with previous estimates.)
  • Red Hat Growth: 11% (Accelerated growth in Q2, reflecting strong demand.)
  • Distributed Infrastructure Growth: 37% (Record growth in Q2, indicating strong market demand.)
  • GenAI Book of Business: $5.5 billion (Represents a significant portion of consulting backlog.)
  • Operating Margin Increase: 100 basis points (Raised due to improved productivity.)
  • Free Cash Flow Growth: $1 billion (Guided for year-over-year growth.)

IBM's strong performance in software and consulting, along with its strategic investments in AI and Quantum, position the company well for future growth. The maintained revenue guidance and positive trends in operational metrics suggest a solid investment thesis, but investors should monitor the evolving landscape of client spending and AI disruptions.

Earnings Call Speaker Segments

James Schneider

analyst
#1

Good afternoon, everybody. Welcome to the Goldman Sachs Communacopia Technology Conference. My name is Jim Schneider. I'm the semiconductor and IT services analyst here at Goldman Sachs, and it's my pleasure to welcome IBM and CFO, Jim Kavanaugh, on the stage today. Welcome, Jim. Thanks for being here.

James Kavanaugh

executive
#2

Great. Thank you for having us. Looking forward to talking about our business here today.

James Schneider

analyst
#3

Excellent. Jim, back in second quarter, you negatively preannounced that quarter. And I think one of the central investor debates following the earnings call has been was the spending shift you mentioned was mainly a timing issue or perhaps evidence of a more durable headwind in sort of the customer IT spending priorities that you're seeing. You talked about a late quarter shift in which some clients prioritize purchases of server, storage and memory ahead of price increases and delaying certain IBM purchases. Maybe should investors be thinking about the duration of the dynamic as a very short-term thing or clients now moving past that period of infrastructure catch-up? Or should we expect that prioritization to sort of remain a headwind in the back half of the year?

James Kavanaugh

executive
#4

Jim, great place to start. So let me unpack our second quarter because I think that will put this all in perspective about what are we seeing right now in terms of client buying behavior and demand. But more importantly, what does that mean for our strategy, our portfolio and our second half guidance overall, which I think is at the heart of your question. When you look at second quarter, I'm not going to recap that. We spent a tremendous amount of detail in July, but we fell short to our expectations. We were very transparent in that. And that was really driven by a performance gap in our mainframe performance and associated software that's attached to that platform overall. And that was driven by a reprioritization of CapEx spending, to your point, given the secure supply-constrained environment and infrastructure demand and associated price increases. Let me put that in perspective. That mainframe platform and associated software, that impacted IBM's growth by over 5 points of growth in the quarter on only about 15% of the composition of our portfolio. The remaining 85% of IBM actually did extremely well at or well above our expectation. Red Hat accelerated one point to 11% growth, leveraging the demand that's in the marketplace around hybrid cloud modernization, virtualization, AI, automation, Red Hat OpenShift growing 29% in the second quarter, really the industry leader hybrid cloud platform, now a $2.2 billion ARR. Second, our acquisitions doing extremely well, both HashiCorp, which we anniversaried 1 year, and albeit very early, Confluent off to an excellent start. Third, our high-value recurring revenue, 80% of our software business doing extremely well. It's approaching a $25 billion ARR book of business, growing high single digit. That includes everything from our GenAI portfolio to parts of our automation portfolio, our data portfolio and our Red Hat portfolio. And then finally, our distributed infrastructure, doing extremely well, record quarter, 37% growth. We exited the first half with about $500 million worth of backlog. So we're capitalizing on that explosive demand that's in the marketplace. And consulting, delivering durable growth actually with very healthy signings unlike many of the other competitors in the industry, and that's really leveraging GenAI. Now to the heart of your question, we spent a lot of time, and I think we were very clear and confident on the call that we see nothing that changes the absolute conviction we have in our strategy and our portfolio in this marketplace. And we mobilized IBM around a core set of actions, go-to-market actions, new offerings and innovation, new monetization models to really capture the durable growth that we see in the market. In terms of timing versus demand destruction, I'll use that word. We think this is absolutely timing overall. All the indicators, demand profile, pipeline, propensity to buy models, renewal rates that we're seeing in the third quarter, we're not seeing any demand destruction. And when you look at it, probably the most powerful point, over 40% of our slip deals coming out of the second quarter, we've already closed. put that in perspective, we typically only close about 75% over multiple quarters of sub deals. We're already at 40%. So that gives us confidence in what we guided for the year. We guided IBM now 4% to 5% revenue growth. At the high end, basically at where we were in April. At the low end, I think, prudently to protect our profit and cash. Our operating margins, we took up for the year, our earnings we took up for the year, $5.5 billion of productivity and free cash flow, a critical enabler. We maintain that at about $1 billion of growth year-over-year. So...

James Schneider

analyst
#5

Very good. So on the software side, let's pivot here. So on the software side, I think that's very central to the thesis of many people on IBM in terms of long-term growth narrative. Q2 highlighted sort of the difference between the roughly 80% of your portfolio, which is recurring and the more transactional CapEx-sensitive portions. Maybe explain why that mix gives you the confidence in the underlying health of software despite last quarter's growth rate.

James Kavanaugh

executive
#6

Yes. So software is an integral part of IBM's hybrid cloud and AI thesis, right? It's the core foundation. Why? 45% of IBM's revenue composition software, high-value recurring revenue, that 80% high marginal profit, high cash contributor. And it's a business that's operating right now at about a rule of the mid-40s over time. And most importantly, three, it capitalizes on a very attractive economic multiplier for every dollar of platform we land on hybrid cloud and AI and now soon to be quantum, we get a multiplier of software $3 to $5 and a higher NRR. But let's dissect and I guess, unpack the software algorithm growth profile. Why do we feel so confident? One, we have absolute conviction in the strength and durability and diversity of our business model in taking a business, it wasn't too long ago that we were plus or minus 0 software growth to building a business that was growing low single digit to building a business that was growing mid-single digit to building a business exiting last year growing high single digit, and we guided this year to growing 10% overall. What are the underpinnings? Number one, you talked about that 80% software. That's high-value recurring revenue. That's made up of our subscription businesses, our consumption businesses, our GenAI portfolio, our Red Hat portfolio. That's accelerating in growth. That's right now at high single digits here exiting the first half, and we see that continuing momentum. Second, we've spent a lot of time reinventing our portfolio. And both organically in investing and inorganically from an M&A perspective, we changed the portfolio dynamics to a much more higher growth end market portfolio, addressing high TAM, high-growth vectors, Re.AI, hybrid cloud, virtualization, automation, data, security. Those are areas that we invest and we're focused on, and we continue to improve the portfolio mix. Third, this is all about IP investment, new innovation we bring to market. We're coming out this year already with a whole new control plane from an orchestration layer, watsonx Orchestrate. We just came out with IBM Bob to address the software development life cycle model. We came out rapidly with Lightwell, the security play with regards to open source security vulnerability, Concert to address security overall, HashiCorp from a Vault perspective, Confluent and go on and on and on. Next, M&A. The synergistic value is still all in front of us. We're just a year wrap through on HashiCorp. By the way, record performance on HashiCorp through the first year. We've added net new $200 million of net new ARR through the first year of that performance. And Confluent off to a great start. And then finally, we're dealing with -- to your first question, we're dealing with a near-term client buying behavior dynamic in TP software. That's the mission-critical software that runs on our mainframe that impacted our software growth in the second quarter by 3 points. We have confidence in the long-term growth vector of this. Why? Because it's directly correlated to the mainframe performance of our stack. How do you monetize value? The more capacity you ship in the market, the more capacity that's utilized, installed and driving workloads on mainframe platform, the more monetization opportunity you have, the more price opportunity you have and the more value creation opportunity you have. And when you look at it, our z17, 5 quarters in, the most successful program in the history of IBM on decades and decades of mainframe cycles overall. We've shipped over 100% new MIPS in the marketplace over 5 quarters, program to program. We're at 129% from a revenue attainment. That's about $1 billion more revenue. And our installed MIPS are up almost 20%. Why do I bring that up? Because that instantiates a very encouraging future monetization opportunity with regard to TP. So when you look at it, that's the growth algorithm. We're going to grow this company. The aspiration is to get this to a sustainable double-digit level. We've got it there in hybrid cloud. We've got it there in data. We got a little bit more progress to do in automation. In TP, that's just a future monetization opportunity.

James Schneider

analyst
#7

Yes. So on the revised software outlook, 6% to 8% for the year, what are the variables to kind of drive that to the high or low end of the range?

James Kavanaugh

executive
#8

Yes. Coming out of second quarter, we did a very deep analysis with regards to -- our demand profile, propensity to buy models, pipeline -- by the way, our pipeline exiting -- entering the second half is extremely strong. We built a model that said on the high end 8%, on the low end, 6%. High end, 8%, let me break it down in the composition of how you were asking the question earlier. 80% high-value recurring revenue, subscription business models, consumption business models. We see that accelerating to double digit in the second half. So a nice acceleration trend, and we're on our path to go do that, just given the bookings in Hashi, strong start in Confluent, the momentum we have in Red Hat, et cetera. On the 20% transactional business, remember, we offer clients flexibility in how they want to purchase. That transactional business [ Re. ] is our perpetual license models, our ELA models. We said out of those slipped deals that happened in the second quarter, we would close on our historical level of about 75% of those deals, right? Second, we then took the strength of our pipeline and we said, let's apply a historical discount to that, and we come up with a prudent level at the high end of 8%. The low end, just very simplistically, says we get a moderate acceleration in that 80% of that high-value recurring revenue, just given the dynamics of what we see in the ARR playing out. But then on the transactional business, we basically assume second quarter performance continues, which is about where we're already at on slip deals, about 40% and it's about a pipeline yield that is about half of what we historically have set up. We did that why? To protect profit and cash and drive the right productivity levels so we can ensure we deliver on earnings and we can ensure we deliver on free cash flow. And if we end up at the high end, that is upside to our year.

James Schneider

analyst
#9

Got it. You talked about M&A before. That's been part of your software expansion growth strategy. Has there been any kind of change in terms of your appetite for software M&A in terms of the types of assets you're looking at, the size of assets you're looking at and sort of how aggressive would we expect you to be at this point on the -- on the M&A front over the next few quarters?

James Kavanaugh

executive
#10

Yes. I could tell you, one, we're extremely busy, but extremely focused. I think we've earned the right over the last handful of years under Arvind's leadership about being disciplined capital allocators, about running our M&A playbook built off of the Red Hat acquisition, one of the most successful acquisitions, I think, that will go down in history overall. And that is basically centered around a set of criteria: one, being absolutely strategically focused on where we can win, how we can win around our platforms. Hybrid cloud, AI and quantum. You saw we just announced an acquisition with HRL in Quantum. Two, driving and capitalizing on the synergistic value across our portfolio of software, consulting and infrastructure overall. And three, we're always looking to drive an attractive financial return profile for our shareholders overall. And I would argue we have done a pretty good job on the M&A front in building out that capability. You see what it's done to the acceleration of our software portfolio and for that matter, the acceleration of IBM's revenue growth profile in addition to our free cash flow profile. So when you look at it, what is our strategy? We target and we see category technology leaders in structurally growing markets where we can add distinctive value, integrate and drive the synergistic value moving forward. Without getting into some competitive dynamics, extremely busy. And I think Arvind has proven we will be bold, but we will be focused and disciplined around driving it.

James Schneider

analyst
#11

Very good. GenAI. As a company, I think, Jim, you've been very clear that your strategy isn't about going after frontier model building or creation, but instead data layer orchestration, governance, hybrid deployment and sort of smaller scale models. Can you talk about some specific use cases where clients are moving past pilots, improving those at the enterprise level? And were those kind of capabilities or your traction actually greater than you thought?

James Kavanaugh

executive
#12

Yes. Let's bring it up a level because I think it's important to understand, to your point, we've been very focused on our AI strategy. How do we win, where can we win? And more importantly, how do we build a set of portfolio capabilities and invest in those areas around building out an integrated full suite of offerings. Remember, across IBM, when you think about our AI portfolio, we are not a highly capital-intensive business. We're not a frontier model provider. We believe that the monetization value is going to move up the stack, and we want to have control points and capabilities around where we think the future revenue, profit pools in enterprise are going to be at the end of the day. So what have we done? We've built out an open infrastructure AI platform with data connectors, which I'll come back to, with AI middleware, with agents and assistants and capabilities, with an orchestration control plane, with an AI infrastructure level capability around server, storage, mainframe, even having AI on the chip and a consulting business at scale that drives domain industry knowledge that can help clients go scale and drive value realization. So we provide that entire integrated suite. What is our differentiated value proposition and what we go to market with? One, open innovation around AI platform, open-weight, open source models. Two, we firmly believe the core competency of IBM's strategy is around hybrid, multi-model, sovereignty overall; three, orchestration control plane. Four, data, security, governance, life cycle management. That's where we think the value is going to get created at the end of the day. And when you take a look at it, I speak to a lot of my peers around the industry. And to your point, clients are moving right now from experimentation to scale. I would tell you, we're still very early innings coming up on baseball playoff season, we're probably in the third inning. Not in the first inning anymore. We're in the third inning. Best-in-class companies might be in the fifth or sixth. But on average, we're in the third inning. Every company, every CFO is focused on understanding the life cycle of AI from a value investment and realization point of view. I always say, one, I need to understand total AI economics, two, govern AI consumption; three, optimize continuously across my company; four, plan dynamically; and five, deliver value realization. And I think all of that plays to the core competencies we have today. Think about IBM and what do we provide? One, from an AI perspective, we own the enterprise foundation software layer, Linux containerization. The explosion of AI is going to generate billions of new applications. Where are those applications going to run? On containers, plays sweetly through Red Hat OpenShift. Two, it increases AI, increases the importance of data, data connected in a secure, hybrid multi-cloud way. That was the essence behind the strategic thesis of Confluent to be the cross-platform data connector. Three, the orchestration layer is where the value is going to be, not just on model optimization, cost optimization, but it's fundamentally on how you're going to run your businesses, your supply chains, your financial management systems, your HR systems, et cetera. So you take our control plane of watsonx Orchestrate, coupled with Red Hat that allows you to do inferencing on any architecture. We're the only company that can provide that. You add to that IBM Bob addressing the developer community, IBM Concert, addressing the security, the governance, the compliance and a very powerful Apptio capability, which gets at the core and the heart of the love of the CFO, understanding transparency of all your AI investments, and the value realization around that. So that's where we're going to play. Today, we've built out billions of dollars of pipeline opportunity. And I think those are spanning everything from code modernization to digital labor and reinvent workflows to customer service, all of those areas are moving to scale.

James Schneider

analyst
#13

Yes. Now by the same token, AI also raises the question of disruption in terms of traditional stacks. I mean if agents make certain applications or development activities less valuable, where does IBM need to really concentrate its efforts to make sure that AI is a tailwind and not a headwind to the portfolio and the upside?

James Kavanaugh

executive
#14

Yes. When you take a look at it, we sit at the intersection of technology and business. We are enterprise focused. We want to have those enterprise software control points that sit in the stack layer above the foundation models that we believe is ultimately where value is going to be created. That's why I went down the path in the prior answer. Why is orchestration control plane essential? Why is security, data connectors, governance essential? Why is Apptio from an AI life cycle management, investment realization essential. Those are the areas we play in. And I haven't even talked about having a consulting business at scale that can help clients go monetize that value as you move forward.

James Schneider

analyst
#15

I want to get there. Okay. So I mean, let me ask about consulting then. So in some ways, the algorithm depends on balanced momentum across these different areas. We've seen consulting headwinds for some time now. You talked about some better bookings there. Generative AI, I think, is quite interesting and that represents sort of meaningful portion of your backlog. At the same time, AI should, in principle, at least reduce labor intensity of a lot of implementation work. So how are you changing your consulting model to capture more demand while delivering work with fewer people? And why do you win relative to your larger competitors in the market?

James Kavanaugh

executive
#16

Yes. Well, to the beginning of your question, the synergistic value of being a platform-centric company plays to why we have a portfolio of software consulting and infrastructure combined together because we do believe that, that differentiates in the marketplace around where we want to participate and where our strategy is, hybrid cloud, around AI and soon to be reality right now in this decade, Quantum. So why do we have a consulting business? I think we're very different than many other consulting SI companies. One, we can capitalize on a very attractive economic multiplier inside a technology-based business for every dollar we land on Red Hat OpenShift, every dollar we land on our agentic AI platform of watsonx, we get $6 to $8 of services. In addition to capitalizing on strategic partnerships that consulting has the opportunity to. But more importantly, the reason we have a consulting business, it provides the tip of the spear to drive adoption and scale of our business. And it pulls through IBM technology. Today, over the last trailing 12 months, over 20% of our net new software business comes through our consulting pull-through. Tremendous value creation thesis there. Now to your point, in the history of the information technology industry, consulting growth is always disrupted and cyclical in times of technological inflection ships, which we're experiencing today. Let's go back, Jim, the Internet, globalization, cloud less than a decade ago, right? Consulting market was going to dissipate, was going to move away. Now with GenAI, all of those eras had similar patterns, disruption in the market, forces companies, to your question, change their business operating models. But ultimately, all of it ended up with a higher TAM and growth went to the winners that were able to adapt. And today, the market in consulting is disrupted. I've been very public and very vocal for a few years now, as you and I have talked about this many times. Traditional human capital, labor arbitrage-based consulting implementation services and BPO are fundamentally getting disrupted by agentic AI. It is forcing companies to go change their business operating models. The ones that are able to do that can go capture new secular growth. Where is the growth all coming from now? Data transformation services, AI advisory work, cybersecurity, compliance, governance, operating model transformation. We run Client Zero inside IBM. Deploying AI is heavy lifting. You have to fundamentally change the way you operate your company. This is a whole new source of the consulting value as you move forward. So what have we done? Over 2 years ago, Jim, we embarked on a whole plan to reinvent our consulting business. In fact, we brought in Mohamad Ali to lead our consulting company. He's not a consultant. He's ran a public software company. He's a technologist at heart. Why did we do that? Because we saw this model moving over time. One, we have been repositioning our portfolio. Today, our portfolio is about 85% aligned to those new growth vectors, hybrid cloud, AI, cybersecurity, digital transformation. We have a very small piece of our business that's BPO, as you know. Second, we've been driving a model shift to services as software. leveraging innovation, technology arbitrage with industry-leading IBM Consulting advantage. That's our agentic platform we go to market with, which is delivering tremendous value. And third, I think the reason we win in the market is we're the only company that I talk about that we can bring the Triangle. Technology stack with strategic partners, a consulting business at scale with deep domain knowledge with an IBM Client Zero ultimate reference case. on how we've been reinventing our company and driving $5.5 billion of productivity. So that gave us confidence in what we just guided in July that we see in the second half accelerating software -- excuse me, consulting growth with accelerating margins. Why? We exited the first half with a $5.5 billion GenAI book of business in consulting. I would put that up against any consulting company today. And we're like, what, #6 in the marketplace overall. That is about 50% of our signings, 30% of our backlog, 25% of our revenue. And Jim, before you ask, it's about 2 to 4 points margin accretive on every dollar versus traditional human capital overall.

James Schneider

analyst
#17

All right. Margin accretive.

James Kavanaugh

executive
#18

So do I.

James Schneider

analyst
#19

Okay. Quantum. You continue to invest pretty aggressively in Quantum. You targeted selling, for example, the first large-scale fault trial system for 2029. First of all, for a generalist investor, like what does that even mean? But more to the point, I think Arvind has discussed pretty publicly in the media about driving significant revenue from Quantum in '28 or '29. So what should we think about your strategy? And like how do we know you're actually getting traction that's going to turn into commercial revenue?

James Kavanaugh

executive
#20

Yes. We're extremely excited about the next technological inflection shift in Quantum. It is real today. When you take a look at it, let's take BCG, let's take McKinsey. This has a very attractive TAM. They've sized it at about $850 billion. Each time I talk to them, the number is going up and up and up in terms of value creation, right, similar to the AI TAM opportunity. The IT providers from a value capture perspective, can they get 20% to 40%? I think that seems reasonable of that value creation opportunity overall. And we have a significant industry leadership position right now. So that's why Arvind and I have been very public that we see the revenue opportunity in the billions before the end of this decade. So we're talking a couple of years. In light of that, we've been investing aggressively. And you saw some of the recent announcements overall. $10 billion we committed over the next 5 years in R&D and innovation, in CapEx, in manufacturing scale build-out, M&A, we just acquired HRL, new spin technology and in ecosystem development overall. Most notably, we just were awarded the grant from the U.S. Department of Commerce to build out the industry's first pure-play quantum wafer foundry to accelerate American quantum innovation and also fuel the quantum market overall. Jim, we've been investing for a decade in Quantum. And we've taken approach from day 1 that we are going to build a full stack platform overall with deep vertical integration around hardware, around software, around algorithms and around ecosystems to go scale. If you just take a look very quickly at each of these layers. From a hardware, we have an industry leadership position today based on superconducting modality. One, we've got over 90 systems in production today, more than the entire industry combined. Two, when you look at all the -- you asked about KPIs or critical indicator. When you look at all the critical KPIs on what we should be looking for, we have industry-leading benchmarks already. And I would just put it in 3 buckets: speed, scale, quality. In terms of speed, our superconducting modality is anywhere from 100 to 10,000x faster than competition. Our most recent iteration has 100,000 max circuits per second. So we have a significant industry lead in terms of speed, which is going to be a critical KPI. Scale, we have 30 quantum systems that are at full-scale capability, 15 over 100 programmable qubits. The rest of the industry has 2. We're already at 15. And in terms of quality overall, our gate fidelities, error rates and coherence times are best in the industry overall. So that's hardware. The key, though, is software. The software layer, our open source SDK, we call Qiskit, is becoming the industry standard. 75% of quantum developers use Qiskit today. It's embedded in every academia world, government industry is picking up now. We have roughly 8,000 repositories, more than 4x the next software layer. And then finally, ecosystems on how you build scale and adoption. We've got over 325 members overall, and we've got hundreds of partnerships overall. So we've been very transparent on our milestones and our technology, Jim. And from that aspect, we feel very confident in this being a multibillion-dollar business before the end of the decade.

James Schneider

analyst
#21

Great. I'm going to be run out of here on a rail, if I don't ask a financial question with the CFO, so I'll do that last question. You've talked for the year about on 4% to 5% revenue growth, $1 billion of growth in free cash flow, 100 basis points of pretax margin increase. I mean, should we still be confident in that outlook for the year? And then if you think about the margin side of things, where do we go in terms of how much juice there is to squeeze on margins on a go-forward basis long term?

James Kavanaugh

executive
#22

Yes. Great place to end. I mean, free cash flow generation is one of the 2 critical indicators of our financial investment thesis and I would argue our long-term value creation thesis of IBM. We drive free cash flow. I'd like to use the concepts of flywheels, right? We drive this flywheel of free cash flow of accelerating revenue growth, combined with substantial operating leverage in our business and driving a very efficient balance sheet to drive cash conversion and optimization. We run that flywheel to deliver free cash. Let's put it, over the last 4 years, Jim, $55 billion of cumulative free cash flow, $7 billion of growth over the last 4 years and 700 basis points of free cash flow margin we've been able to achieve. We entered the year extremely confident, really driven by the underlying fundamentals of our business. We did not back off once in our July earnings. We reiterated that, that talks to the health and durability and diversity of our business model on margins. We took our margins up to your point, by 100 basis points because we took up our productivity to now $5.5 billion. Let's put this in perspective on our margin opportunity. One, we're up 1,000 basis points in operating margin over the last 4 years. $5.5 billion of productivity we've achieved by the end of this year. That has created this investment flexibility for us to go take our R&D investments up by 50% over the last 4 years. That's reinvigorated our portfolio, got us a whole new set of capabilities, accelerated our revenue growth. We've taken our G&A structural efficiency ratios. Jim, when we started, we were at the 25th percentile competitive benchmark. We exited last year at the 75th percentile. And we've got a path to get this company to the top decile overall. I still think there's ample headroom, and that is one of many levers in our free cash flow engine of us driving going forward.

James Schneider

analyst
#23

Excellent. I think we're out of time. Thanks, Jim, for being here. We appreciate it.

James Kavanaugh

executive
#24

Great. Appreciate it. Thank you.

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