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Operator
Good afternoon. My name is Victoria, and I will be your conference operator today. At this time, I would like to welcome everyone to the Teradata 2025 fourth quarter and full-year earnings call. (Operator Instructions)
I would now like to hand the conference over to your host today, Chad Bennett, Senior Vice President of Investor Relations and Corporate Development. You may now begin your conference.
Chad Bennett - Senior Vice President of Investor Relations and Corporate Development
Good afternoon, and welcome to Teradataâs fourth quarter and full-year 2025 earnings call. Steve McMillan, Teradata's President and Chief Executive Officer, will lead our call today, followed by John Ederer, Teradata's Chief Financial Officer, who will discuss our financial results and outlook.
Our discussion today includes forecasts and other information that are considered forward-looking statements. While these statements reflect our current outlook, they are subject to a number of risks and uncertainties that could cause actual results to differ materially. These risk factors are described in today's earnings release and in our SEC filings. Please note that Teradata intends to file the Form 10-K for the year ended December 31, 2025, later this month. These forward-looking statements are made as of today, and we undertake no duty or obligation to update them.
On today's call, we will be discussing certain non-GAAP financial measures, which exclude such items as stock-based compensation expense and other special items described in our earnings release. We will also discuss other non-GAAP items such as free cash flow and constant currency comparisons. Unless stated otherwise, all numbers and results discussed on today's call are on a non-GAAP basis. A reconciliation of non-GAAP to GAAP measures is included in our earnings release, which is accessible on the Investor Relations page of our website at investor.teradata.com. A replay of this conference call will be available later today on our website.
And now, I will turn the call over to Steve.
Stephen Mcmillan - President, Chief Executive Officer, Director
Hi, everyone, and thanks for joining us. I am pleased to report another set of strong results for Teradata. In the fourth quarter, we again exceeded expectations for total revenue, recurring revenue, and free cash flow. Our strong earnings per share and continued total ARR growth reflect the actions we took to improve our operating model. 2025 was a year of revitalized execution. We stabilized the business, meaningfully improved retention, and saw customers choosing to expand their use of Teradata with a mix of both traditional and new types of workloads.
Engagement with customers remains strong, and the business operated well. We believe we are solidly positioned to continue on a profitable growth path in 2026 with healthy free cash flow generation to deliver value to our shareholders.
As we look ahead, we believe enterprises of the future will be shaped by those who harness agentic AI systems that reason, act, and adapt autonomously 24/7. We remain focused on helping organizations activate the intelligence in their enterprise, ensuring AI agents have the enterprise context they need and can act on it in milliseconds to address continuous decision making at enterprise scale. This requires a new system of intelligence, one that unifies data, analytics, enterprise context, governance, and AI agents. We believe Teradata is uniquely suited to provide all of this with our Autonomous AI and Knowledge Platform.
As we stated throughout 2025, we saw a resurgence of interest in our hybrid model. We're seeing customers want to leverage both on-prem and cloud deployment options to meet their diverse business needs driven by data sovereignty and increased regulatory environments around the globe. Our platform is designed to give customers the opportunity to run agentic AI at scale wherever that data resides in their business. And we are seeing customers effectively operating across both.
Over decades, we have fine tuned our platform to address massive scale with performance, foundational factors for implementing autonomous AI. Throughout 2025, we saw customer engagement across all regions and industries shift towards AI and elastic compute as they explored AI uses and looked to reinvent their Teradata platforms for autonomous knowledge capability. Our forward deployed engineers and AI services consultants executed more than 150 engagements with customers, helping them operationalize AI to address high-value use cases. In 2025, we launched a broad set of innovations as we built foundational capabilities to help customers bring AI into real-world use cases that can drive tangible business value.
First, our Enterprise Vector Store cost effectively combines structured and unstructured data with the speed needed to deliver information to agents in real time. We enhanced our ModelOps capabilities designed to enable models to run directly inside the Teradata ecosystem gaining efficiency. An exciting announcement was our MCP Server. It connects AI systems with interactive access to enterprise data, context, and predictive AI capabilities necessary to provide meaningful outcomes. We believe that the MCP Server and the agentic AI solutions that utilize it will increase usage of our platform.
To further speed AI adoption, we launched Teradata Agent Builder and introduced prebuilt agents. This broad set of capabilities enables us to deliver Autonomous Customer Intelligence, a set of software and services that embed Teradata agents to help improve the customer experience. We also launched Teradata AI Factory, an exciting announcement that brought AI and machine learning capabilities to on-prem environments. It was designed for organizations in regulated industries or with data sovereignty requirements or those wanting to manage and contain their AI infrastructure costs.
And to help organizations transform their AI pilots into production-ready solutions, we introduced new AI services. This impressive set of innovations laid a very solid foundation for 2026. And we also have a fantastic set of technology announcements planned throughout this year. We believe these announcements will strengthen our portfolio in order to help our customers get AI agents into action and operationalize autonomous AI.
We have kicked off a strong start to the year with our recently released Enterprise AgentStack. This comprehensive toolkit is designed to help enterprises rapidly transition from pilot AI projects to production-level autonomous agents across diverse environments. Our AgentStack integrates tools for building, deploying, and managing AI agents with security, governance, and enterprise data utilization. We believe we are delivering capabilities that set Teradata apart from the competition, and we're delivering them across cloud and on-premise environments, supporting the hybrid goals of our customers.
As an AI and knowledge platform company, we are at the core of a broad system of intelligence that will enable autonomous actions. To ensure customer choice, we maintain our commitment to building and executing partnerships that strengthen our connected ecosystem and extend our capabilities. For example, our new partnership with Unstructured.io brings automated ingestion and conversion of unstructured content, meaning documents, PDFs, and images into analysis-ready structured data. This supports our vision of an end-to-end AI ecosystem helping our customers turn the intelligence in their enterprise into business outcomes. We have multiple proof of concepts underway in all regions and across all industries.
We also just announced the availability of our enterprise-grade data analyst AI agent on Google Cloud Marketplace, giving organizations a secure way to run real-time analytics and agentic AIs directly within their cloud environment. This prebuilt agent reduces the cost and complexity of moving data and provides a scalable foundation for future multi agent scenarios on Google Cloud.
Now let me take you through a handful of examples of the ways organizations are leveraging our AI and data analytics capabilities, many of which represent the early stages of our customers' long-term AI initiatives. A large US telco added a cloud instance to its Teradata estate and now runs a hybrid Teradata environment. It's running specific financial compliance workloads on Google Cloud with its other workloads on prem. This customer is also looking to use our open table format to seamlessly share data across its ecosystem.
A top US airline modernized a high-impact tracing application by migrating it to our Elastic Compute platform. This unlocks greater scalability and agility for a program that drives significant annual revenue for the customer. A major UK bank selected Teradata to move its real-time customer experience platform to the cloud, reinforcing our strength in the highly regulated financial services sector. Using our AI-powered marketing applications, the bank expects to speed up campaign launches and simplify operations to drive a competitive advantage in todayâs digital-first banking market.
We're supporting a high-tech manufacturer in EMEA on a strategic AI initiative, helping embed advanced AI and analytics into complex manufacturing models. In doing so, we're enabling automated workflows that drive real-time, AI-driven production decisions, improving yield, lowering costs, and accelerating innovation.
These examples from across numerous industries are representative of the teamâs strong momentum in 2025, and with our continued focus on helping customers get the most out of their AI initiatives, we intend to keep up the momentum in 2026. As I pass the call to John, I will summarize that we are entering 2026 on solid footing following our strong close to 2025. We believe we have capabilities no competitor offers in a cohesive open platform, and our differentiation is resonating with customers, partners, and industry analysts. We remain on a clear profitable growth path, driving operating leverage, free cash flow growth, and delivering lasting value to our shareholders.
Over to you, John, to walk us through the details.
John Ederer - Chief Financial Officer
Thank you, Steve, and good afternoon, everyone. We closed out fiscal 2025 on a positive note, demonstrating operational discipline and improved quarterly consistency across our key financial metrics. During the year, we returned total ARR to positive growth of 3% on a reported basis. We continued to improve non-GAAP operating margins to 21%. We drove year-over-year improvement in free cash flow to $285 million which exceeded the high end of our outlook, and we reestablished a track record of meeting or exceeding quarterly expectations. Our solid execution in 2025 has provided a foundation for continued improvement in 2026 and beyond. We remain committed to profitable growth in the new year, which we believe is aligned to driving shareholder value.
More specifically, we expect continued growth in total ARR, non-GAAP operating margin, and free cash flow while at the same time investing more resources in product development to fuel future growth. In terms of our detailed financial results for the fourth quarter and fiscal year, total ARR grew 3% as reported and 1% in constant currency which was an important milestone in stabilizing the business last year and right in line with the expectations we set at the beginning of 2025. Cloud ARR grew 15% as reported and 13% in constant currency, and Cloud ARR now represents 46% of our total ARR. For the quarter, the trailing 12-month Cloud Net Expansion Rate was 108%.
Fourth-quarter total revenue was $421 million, up 3% year over year as reported and 1% in constant currency, which was 3 points above the high end of our outlook due to higher recurring revenue. Fourth-quarter recurring revenue was $367 million, up 5% year over year as reported and 3% in constant currency, which was 4 points above the high end of our outlook. The outperformance was primarily due to higher upfront revenue from term license subscriptions.
Fourth-quarter Consulting Services revenue was $53 million, down 4% year over year as reported and down 6% in constant currency. For the full year, recurring revenue was at the high end of our outlook range at $1.445 billion, a decrease of 2% as reported and 3% in constant currency. Total revenue was also within our outlook range at $1.663 billion, down 5% as reported and down 5% in constant currency.
Looking at profitability and free cash flow, please note that I will be referencing non-GAAP numbers for expenses and margins, and a full reconciliation to GAAP results is provided in our press release. For the fourth quarter, total gross margin was up to 62% versus 60.9% in Q4 last year, driven by strong improvement in Consulting Services margins. Recurring revenue gross margin of 68.4% was down from Q4 '24 due to the increasing mix of cloud revenue.
On Consulting Services gross margin, we made continued strong improvements following cost actions that we took in 2025, driving Q4 gross margin up to 18.9% versus 8.5% in Q3 and 9.1% in Q4 a year ago. Operating margin improved significantly in Q4, coming in at 22.8% versus 17.6% in Q4 last year. On a full-year basis, we continued to demonstrate operational discipline, which resulted in a multi-year operating margin expansion of more than 500 basis points over the last three years.
Non-GAAP diluted earnings per share were $0.74, exceeding the top end of our outlook range by $0.17, and the outperformance was driven by higher recurring revenue. We generated $151 million of free cash flow in the fourth quarter and finished the year above the high end of our 2025 outlook at $285 million. This free cash flow performance drove cash and equivalents up to $493 million at the end of the year compared to $420 million at the end of 2024.
Finally, we continued to return capital to shareholders, repurchasing approximately $38 million or about 1.5 million shares in the fourth quarter, bringing our full-year totals to approximately $140 million or 5.8 million shares. During the fourth quarter, we also announced the reauthorization of our buyback program for another $500 million starting in 2026, and we will again target using 50% of our free cash flow for share repurchases.
Before I provide our annual financial outlook for 2026, I would like to provide some additional context. First, to support investors from a modeling standpoint, we will be providing guidance on an as reported basis and will continue to call out currency impacts as we see them during the year.
Second, we do expect to see our typical seasonality for total ARR and Cloud ARR. More specifically, Q1 is typically our largest renewal and highest erosion quarter, and as such, we expect total ARR and Cloud ARR to decline sequentially on a dollar-value basis in Q1 followed by stabilization and expansion over the course of the year, with the majority of that expansion to occur in the second half.
Third, as noted during 2025, we continue to see customers evaluate hybrid deployment options with some incorporating a combination of cloud and on-premise solutions. As they choose the delployment option that works for them, we have seen this cause variances in the mix between cloud and on-premise subscription ARR, which is why our primary focus is on total ARR growth.
Finally, from a recurring revenue standpoint, it is important to remember that revenue recognition standards differ for cloud versus on-premise subscriptions. The cloud revenue follows a more consistent ratable growth pattern, whereas the on-premise subscriptions have a portion of revenue that is recognized upfront and a portion that is recognized ratably over time. The timing of on-premise deals may cause variability in our reported recurring revenue and corresponding growth rates. For example, we saw some benefit from upfront revenue recognition in the fourth quarter of 2025, and we expect to see this again in Q1 of 2026.
Now turning to our annual outlook for 2026, which again is on a reported basis, total ARR is expected to be in the range of 2% to 4% growth year over year, which is an improvement versus 1% constant currency growth in FY25. Recurring revenue is expected to be in the range of 0% to 2% growth year over year. Total revenue is expected to be in the range of minus 0% to 2% year over year. Non-GAAP diluted earnings per share is expected to be in the range of $2.55 to $2.65.
On operating margin, we expect approximately 100 basis points of expansion in 2026. Free cash flow is expected to be in the range of $310 million to $330 million. Regarding free cash flow linearity, we anticipate Q1 to be slightly negative. On the full-year outlook, we expect the majority of the year-over-year growth to occur in Q2 and Q3.
Finally, while we are not providing formal guidance for cloud ARR in FY26 due to the potential for variances in mix between cloud and on-premise subscriptions we are targeting growth of a low double-digit percentage for cloud ARR.
For the first quarter of 2026, recurring revenue is expected to be in the range of 6% to 8% growth year-over-year. Total revenue is expected to be in the range of 1% to 3% growth year-over-year. Non-GAAP diluted earnings per share is expected to be in the range of $0.75 to $0.79. In terms of some other modeling assumptions, for the first quarter, we expect the non-GAAP tax rate to be approximately 25% and the weighted average shares outstanding to be 96.1 million. For the full year, we expect the non-GAAP tax rate to be approximately 24%, which is approximately 1.5 points higher on a full year basis due to a onetime benefit of $5 million in 2025.
Also, we expect our weighted average shares outstanding to be $97 million for the full year. Using the currency rates at the end of December 2025, we expect a slight tailwind to our 2026 revenue outlook. However, we anticipate over 2 points of benefit to our revenue growth rate in the first quarter of 2026.
On recurring revenue, we anticipate upfront revenue to provide more than 2 points of benefit to the Q1 growth rate. However, for the full year, we expect upfront revenue will be approximately a 1-point headwind to the 2026 growth rate. Also, we anticipate other expense of approximately $38 million. To conclude, we took important steps to stabilize the business in 2025 and have built a solid foundation to deliver continued profitable growth.
In 2026, we will be investing more in product development to take advantage of the substantial market opportunity in front of us, while at the same time, driving incremental profitability and free cash flow.
Thank you all for your time today.
Stephen Mcmillan - President, Chief Executive Officer, Director
Thank you very much, John. Now before we begin Q&A, I'd like to briefly touch on the Board announcement we made this afternoon. The evolution of our Board has always been a focus, and we're looking forward to having Melissa Fisher join us in the coming weeks. She's got a great track record within software as an executive and Board member, and we think should be a strong addition.
We're also working through a search process to bring on a second new independent director later this year to complement some upcoming director retirements. So from a Board refreshment perspective, that was our news.
Now operator, let's open the call for Q&A.
Operator
(Operator Instructions)
Erik Woodring, Morgan Stanley.
Erik Woodring - Analyst
Congrats on the quarter. Steve, I wanted you to take a big step back and help us understand how material you think on-premise AI is today, meaning you get to see both worlds from your seat, cloud instances and non-AI-based workloads for large enterprises, many of which have to keep workloads on-prem. And so just wondering what percentage of your work of your customers are in production today versus going through some proof of concept. How are they thinking about investing on-premise for Gen AI versus the cloud?
Would love just your high-level thoughts and then a quick follow-up, please.
Stephen Mcmillan - President, Chief Executive Officer, Director
We see our potential and capability in terms of delivering AI solutions on-prem as something that's going to be a key growth driver as we move forward. And that's why our next generation of our hardware platform will actually have GPUs built right in. So we are definitely going to see AI and AI on-prem as a growing part of our portfolio.
If we look at the POC activity that we executed in 2025, we actually doubled the number of POCs as we come out and a number of those have moved into production on-prem, driving workload and usage of the Teradata platform. So we definitely see it as a key growth driver as we move into 2026.
I also have to say, we're absolutely focused on expansion. We'll do that expansion in the cloud or we'll do it on-prem. And again, that's one of the benefits that we have. If our customers choose to deploy in cloud, we can do that with them. And if they choose to deploy on-prem, we can also have that as an option.
Erik Woodring - Analyst
Okay. I appreciate that color. And then maybe just a quick follow-up for you, John. I believe you're guiding to a little over 10% year-over-year free cash flow growth in 2026. If I just take the midpoint of your guide, really strong.
You're effectively guiding to EPS flattish year-over-year. Can you just walk through the puts and takes there? Why am I seeing a bit of a difference change in free cash flow conversion? Just what's burdening EPS, I guess, in '26 that wouldn't burden free cash?
John Ederer - Chief Financial Officer
Sure. Yeah. The short answer is we had some outperformance in Q4, particularly related to a tax benefit, a one-time tax benefit that benefited us to the tune of about $0.05 in Q4. And so I think if you adjust for that, you'll see a little bit better comparison in terms of the year-over-year growth rate and earnings per share.
And then I would say otherwise, when we look at some of the other drivers of free cash flow particularly around working capital and continuing to improve on collections, we'll get a little bit of tax benefit next year in addition to the performance on the P&L side of things, all of those are drivers for the free cash flow.
Operator
Radi Sultan, UBS.
Radi Sultan - Analyst
Awesome. And yeah, great to see the growth inflection here. Maybe first for Steve. Can you just help us a little bit more, like what is going on behind the scenes here as you think about sort of this growth inflection? Like can you just walk through like how much is a better demand backdrop here versus sort of what you've done proactively on the product and go-to-market side?
Maybe just help us piece that together a little bit more.
Stephen Mcmillan - President, Chief Executive Officer, Director
Yeah. That's a great question. I think the whole AI marketplace for us is opening up a new TAM. And that's helping us return to growth in 2025. As John has said, it was a year of stabilizing the performance of the business, and we certainly executed on that. But I think we're also capitalizing on investments that we made through the back half of 2024 and into 2025, certainly improving retention rates as we went through 2025.
Our go-to market teams are doing a great job from that perspective and really driving and returning the company to overall growth for 2025. I think from a product perspective, we had a cascade of product announcements throughout the year, be it our Enterprise Vector Store, our AI ModelOps capabilities, our Agent Builder capabilities, that are really changing the perception of Teradata and really positioning us to take advantage of this autonomous AI knowledge platform. Now if you think about data and enterprise data, we're probably the custodians of the world's most valuable enterprise data. And that for an AI system is turning into enterprise memory.
And we give the best way to access that enterprise memory for agents. So I think we've seen a number of different inflection points. We also took some time to retailer services business and are now positioned to deliver a whole set of AI services, which we think will drive some ARR growth as we move into 2026.
So I think every aspect of the business came together to deliver growth for 2025 and obviously sets a path for us to be confident in continuing that growth in 2026.
Radi Sultan - Analyst
Great. And then, I guess, for John, a quick follow-up. Just on the 2026 outlook, as you think about the business mix shifting more towards expansion versus migration, does that change your fundamental visibility in the outlook? And maybe you could just speak to what are the biggest areas within the '26 guide, areas of uncertainty that you're handicapping there. Maybe just help us think about that.
John Ederer - Chief Financial Officer
Yeah, sure. In terms of, I guess, the visibility and you're talking specifically about migrations versus expansions. There are a few puts and takes there. But I would say, in general, when you look at migration activity, those tend to be bigger, more complex deals. And sometimes it's really hard to gauge the timing of those. But expansions by comparison with existing customers is a more consistent cadence.
And so when you look at an average of that activity across the entire installed base, you get a little bit more consistency there. Now I will say that our typical seasonality will be at play here in 2026. And so -- and we talked about that in the prepared comments, we typically see more erosion activity in Q1 and then we build ARR through the year, and we have a stronger finish in Q4, and we would expect to see that same type of linearity.
But otherwise, I would say between migrations and expansions, it's a little bit of a trade-off in terms of visibility overall.
Operator
Yitchuin Wong, Citi.
Yitchuin Wong - Analyst
Congratulations on the strong close to the year and solid guidance. I guess maybe start with fiscal 4Q results, it showed that much improved execution with some strong large deal momentum across US telco airlines and in a bank. Could you give us any incremental color around the impact of this large deal in the quarter -- and if there's any other updates around like the improvement in deal cycle or erosion that you saw in the last year and then going towards how AI impacting this performance?
Stephen Mcmillan - President, Chief Executive Officer, Director
Yes. Thanks, I think you touched on quite a lot there. Yes, I think we are seeing strong strength across industry. If we look at the pattern of our business in terms of where we're deploying some of these advanced AI solutions, especially -- we've got use cases across the entire industry set.
And we saw some really good geographical distribution in terms of our wins and deal set, in fact, in our international markets, we're actually seeing really good strength in our on-prem capabilities. Just to give you a little bit of color there. Just from a retention perspective, our team is focused on growth and expansion. And I think we've made material improvements to our retention rates as we went through 2025 compared to 2024, and we expect those improvements to continue into 2026 and and that's based on a couple of things.
One, great execution by Team Teradata, I'm very proud of what we've done. But I think as well, we've got a great product set that's enabling us to deploy in this world of AI, some really high-value solutions that make us more sticky and more relevant inside our customer base. And so that's what we're focused on as we execute that growth agenda for 2026.
Yitchuin Wong - Analyst
Maybe a quick one for John here. It looks like the services line is getting a strong improvement quarter-over-quarter. And then with Teradata ramping, I get benefit from AI services as you see more FT approach across the market shift that you're seeing. Are you expecting this to be an incremental contributor, continue that improvement going into fiscal '26?
John Ederer - Chief Financial Officer
Sure. Yes. No, thanks. Certainly, we've made a lot of improvement on the consulting services side of the business, particularly on the gross margin this year. So we -- we started off the year in negative territories.
We had some headwinds on the revenue side.
But course corrected through the year, improved in Q3 and then really jumped up in Q4 from a gross margin standpoint to nearly 19%. And so I think we've managed through the transition of this business really well. The thing that is still there, I would say, from a macro standpoint is that historically, what's driven that business has been a lot of migration activity.
We're starting -- we've seen the peak of that activity, and we're on the other side of that bell curve now. And what we expect to take the place of that is the AI services. And so we are starting to ramp that up this year, and that will help offset some of the migration activity in 2026. And so I think by and large, we've stabilized that part of the business.
I think we've got a good strategy for moving forward. The one last thing I would say just from a margin standpoint, I wouldn't necessarily expect that 19% in Q4 to continue at quite that high of a rate. If you look back at '23 and '24, I think you'll see a more normalized rate for consulting services.
Operator
Chirag Ved, Evercore.
Chirag Ved - Equity Analyst
Congratulations on the quarter. Great to see the return to positive ARR growth and operating leverage. Steve, you mentioned over 150 AI and agent engagement, can you talk about the typical conversion path from these engagements into revenue and how you think about the time line from initial pilot to material ARR contribution.
Stephen Mcmillan - President, Chief Executive Officer, Director
It's a great question. As you said, we are seeing a significant growth in AI workloads on the Teradata platform. We're capturing that shift of spend and, say, the customer base that's moving towards this more sticky, more relevant advanced set of solutions.
And so that pivot to AI is something that we're really benefiting from.
In terms of operationalizing these workloads, that's something that we do every single day with our customer base. Whether it's a bank in Australia that's utilizing their on-prem system, for customer sentiment analysis. You're running that AI workload on-prem, whether it's a customer in Europe using cloud-based technologies for their AI solution. So I think we're seeing those AI solutions, certainly driving capacity and usage of the Teradata platform, and our sales team is now completely focused on growth. We're not as focused on capturing that ahead long migration rush to the cloud.
The teams are focused on growth where they can execute it. And I think this is -- the AI workloads are going to be a key element of capturing that growth as we move through 2026.
Operator
Raimo Lenschow, Barclays.
Sheldon McMeans - Analyst
This is Sheldon McMeans for Raimo. You certainly discussed some of the newer AI-related solutions on the call, some of which that you launched during your October event, it seems like many of these are going to be available in 2026, particularly in the back half of the year.
And just when considering your positive growth outlook for the year, how much contribution are you baking in from some of these newer initiatives?
Stephen Mcmillan - President, Chief Executive Officer, Director
Look, I think as we've looked to the business and how we're executing against the business, you're absolutely right. A lot of the road map elements that we have start to come in at the end of Q2 and then into 3Q. That's not a stop in our sales team is getting out right now and talking about these capabilities with our customers.
We know what the sales cycle is. We know our customer base, we know how they operate. And we're getting a lot of excitement around those capabilities just now. But from a financial perspective, we haven't factored a lot of incremental ARR from these specific capabilities. Certainly, we see it as the opportunity and I'm certainly pushing the sales team to use that, those new products that are releasing has some upside to the outlook that we have currently in place.
Sheldon McMeans - Analyst
Understood. And a quick follow-up. Could you give a quick update on the hardware refresh in the current stage that is in? And just maybe how much work is needed and do customers right now have enough visibility into the cost in some of the other related considerations to be able to make a decision on that today? Or is there still some more work to be done before customers fully understand that?
And then maybe any model impact that we should consider as the hardware refresh.
Stephen Mcmillan - President, Chief Executive Officer, Director
Yes, we don't expect a new hardware platform to go GA until end of second quarter into third quarter. So that refresh activity, although we talk to our customers about it in terms of how they would like to deploy and utilize these new solutions. It wouldn't really kick in until the last quarter of the year and then into 2027.
But doing refresh is always an opportunity to sell more. And especially as these platforms are going to have GPUs built then some of the announcements we've had about using the NVIDIA AI software stack that's going to be embedded into that new platform.
We are really delivering on that promise of the autonomous AI and knowledge platform from an on-prem perspective and I think our sales teams are super excited about what they can see and what they can deliver for their customers through 2026. But again, just from a modeling perspective, we haven't we haven't baked a lot into the second half of the year, but we certainly see it as upside.
Operator
Derrick Wood, TD Cowen.
Jared Jungjohann - Analyst
This is Jared on for Derrick. Heading into 2026, I'm curious what types of investments you're going to be focused on from a headcount perspective? Do you intend to ramp up sales hiring as you address this AI opportunity or maybe lean in on forward deployed engineers?
Stephen Mcmillan - President, Chief Executive Officer, Director
That's a great question. We leaned in, in 2025 in terms of restructuring the sales team and the sales force. And I think the leadership team and our go-to-market team across the board have done a great job in that. And that also -- we took the steps to actually refocus investment in current sales head dollars and expense towards -- just to your point, the forward deployed engineering model.
And we see that as a very, very appropriate way to get these advanced AI solutions into our customer. If we think about what we do as a business -- we take that data layer for AI and then add value to it every single day. And so that's our forward deployment engineering capability. One of the things that we are investing in and where we have carved out dollars is to spend a little bit more on our product engineering and product development process. This is an exciting time to be in this industry as it transforms and as the importance of continues to accelerate.
And in order for us to continue to have a great product line, we've supported some key investment areas that we can focus on that are going to make some tremendous differences in terms of the overall product portfolio that we have.
And our new Chief Product Officer, Sumeet Aurora is doing a great job in terms of marshaling that product vision. And we're looking forward to sharing more about that as we move through the year.
Operator
Wamsi Mohan, Bank of America.
Wamsi Mohan - Analyst
Maybe one for John. Can you just talk about the linearity that you're seeing for the year? You obviously gave a Q1 guide, and you mentioned sort of the step down in ARR. But do you expect normal seasonality after Q1? And also as you think about these new initiatives that you're taking on into the back half, and I just heard Steve say that not really baking much into it into contribution from those in the back half of the year.
Should we kind of not be thinking about more of an acceleration as you go into the back half of the year? And I have a follow-up.
John Ederer - Chief Financial Officer
Sure. Yes. Just on the seasonality point, I guess I would make a distinction between ARR and revenue. And so from an ARR standpoint, both total ARR and cloud ARR I would expect to see our typical linearity, and that's what we laid out in the prepared comments where we have a bit more on the erosion side in Q1, and then we build that up over Q2, Q3 and finish with a strong Q4. And so I would expect that, like I said, very typical seasonality to exist again on the ARR side and with I would say, minimal impact from the new products that we're looking to release through the year, as Steve commented, I would distinguish that from the revenue side of the picture.
And so from a recurring revenue standpoint, we do have some anomalies this year, principally due to the timing of upfront revenue related to the on-premise portion of the business. And so we are seeing outsized growth on recurring revenue in our Q1 guidance. We talked about we're getting a couple of points of benefit from currency, we're getting a couple of points of benefit from upfront revenue recognition in Q1. We expect that to switch somewhat as we look at the full year. There'll be maybe a slight tailwind on the currency side for the full year, but a 1 point headwind on the upfront portion of recurring revenue for the full year.
And so again, we have some timing impact principally related to the on-premise side that impacts the recurring revenue piece versus the ARR.
Wamsi Mohan - Analyst
Okay. Yes, that's helpful, John. And then maybe for Steve, Steve, you mentioned obviously some comments in your prepared remarks about the Board refreshment program. You have been delivering improving results over the last few quarters. And so in some ways, as we think about the involvement here and this agreement with Lynrock Lake to the extent that you can comment about it.
What are specific areas or changes at the high level that you think that the Board is going to try to implement in working with you?
Stephen Mcmillan - President, Chief Executive Officer, Director
Yes. Thanks, Wamsi. Yes, Board refreshment is something that clearly is super important to our overall governance process, and it's something that we continue to look at. And we're very happy to work with Cynthia and Lena to identify some candidates and come to an agreement around placing this particular candidate on the board. We're really looking forward to Melissa coming on board.
She's got a great skill set, and I think she'll add some great value. And then as we continue the Board refresh throughout the year, we're going to execute a very structured process. We declare very -- in some detail actually for the skill mixes of our Board members and obviously, we're going to continue that process as we execute through that Board refreshment.
Operator
Patrick Walravens, Citizens.
Nick Jones - Analyst
This is Nick on for Pat. Congratulations on the quarter. Steve, one for you then, John, I have a follow-up. So Steve, the biggest question investors are asking right now is what are the characteristics of a software company that's going to make it through the AI transition? If you look back at the transition from on-prem to SaaS 20 years ago, only 40% of those top 20 companies survived.
So what do you think those key characteristics are for this next transition that we're seeing from SaaS to AI?
Stephen Mcmillan - President, Chief Executive Officer, Director
Yes. Nick, that's a great question. So I think about it in terms of Teradata 10 to Territory 2.0, and that was our cloud transition. -- and getting over $700 million of our total ARR in the cloud was a key modernization step that we had to take as a company, and we've achieved that over the span of five years, which was absolutely fantastic.
We are looking forward to Teradata 3.0. That's driving this autonomous AI and knowledge platform. We're not a SaaS company. We are the data layer for AI, that system intelligence or enterprise memory -- and if you look back at how Teradata works with clients, we've always built value on top of that data platform. And now we see that, that value is being delivered via agents -- and that's why we are all about enabling these agents to utilize enterprise data at scale.
And we think that, that's going to drive significant market opportunity for us into the future. and help accelerate our growth as we launch these new products, which will take advantage of that and deliver on execution throughout the year. So it's a time of transition, but we believe that the capabilities that we've built up make us more relevant now in this agentic AI space.
Nick Jones - Analyst
Got it. And then as my follow-up, John, you guided to an operating margin expansion in 2026. Can you comment on what the main drivers of this expansion will be?
John Ederer - Chief Financial Officer
Yes. At a high level, we're continuing our work on the gross margin side, although as I described earlier, -- we have some offsetting elements there. And then when we look at the operating expense lines, we are looking to invest in product R&D, but continue to find efficiencies across the G&A and sales and marketing lines.
Operator
Matt Hedberg, RBC Capital Markets.
Simran Biswal - Analyst
This is Simran on for Matt Hedberg. Congrats on the quarter. Just one for me. I'm curious on how increased memory pricing is impacting the business. And if it's providing a boost to 2026 ARR?
Stephen Mcmillan - President, Chief Executive Officer, Director
Yes. Thank you for the question. Yes, our supply chain team has done a great job in terms of protecting us from the P&L impact in terms of increased memory prices. A lot of our contracts are committed capacity that we've contracted a number of years ago. So the actual uplift from that incremental memory cost is something that we're absorbing with our customers -- but we're tending to -- that tends to enable us to have different expansion conversations with our customers instead of talking about them spending more money on something that they expect to get anyway, we can actually pivot that conversation to invest in innovation on the Teradata platform.
And that's really what our sales teams are doing every day. We're absolutely focused on that from a total ARR growth perspective.
Operator
There are no further questions at this time. I will now turn the call back over to Steve McMillan for his final remarks.
Stephen Mcmillan - President, Chief Executive Officer, Director
Thank you, operator, and thank you, everyone, for joining us today. We are really proud of the progress that we've made, and we do believe that we are really very well positioned with our AI and knowledge platform, our AI services expertise, and our growing ecosystem of partners. We're going to continue to drive clear and compelling outcomes for our customers and lasting value for our shareholders. Thank you all very much.
Operator
This concludes today's conference call. You may disconnect.