Intel Corporation (INTC) Earnings Call Transcript & Summary
January 10, 2023
Earnings Call Speaker Segments
Patrick Gelsinger
executiveWelcome, welcome, welcome. Welcome to the launch of Intel's 4th Generation Xeon processor and our MAX family. Today isn't just about announcing a product. It's about showing how customers industry are already taking advantage of this amazing technology because this launch is very real, right? OEMs, our cloud providers, our developers are already embracing the 4th Gen Xeon and MAX family of processors. And the 4th Gen and the MAX family delivers extraordinary performance gains, efficiency, security capabilities, breakthrough our new capacities in AI and cloud and networking and delivering the world's most powerful supercomputers that have ever been built. And it truly is a pleasure to be back in person and interacting with you and participating in today's announcement, but it's also great to hear from our industry colleagues. They're people that we worked with for decades. We've been partners in technology here with us. And we want to hear about how they're excited about today's announcement and today's technology. And after we finish up with that, then we're going to hear from our very own, Sandra Rivera, as she launches the 4th Gen and MAX series of processors. So with that, let's hear from our industry partners now. Thank you so much for being here in person for today's announcement and for those online today is a great day. Play the video. [Presentation]
Operator
operatorPlease welcome the Executive Vice President of the Data Center in AI group, Sandra Rivera.
Sandra Rivera
executiveHello, and welcome to the launch of our latest generation of data center solutions. Today, it represents an important day for Intel and for our customers. And I'm delighted that you're joining us to celebrate this moment with us. For over 2 decades, Intel technology has represented innovation in data centers and networking equipment and the cloud computing infrastructure across the globe. We worked closely with many of you to solve the greatest computing challenges at scale. And today, we're building upon that foundation of innovation by bringing to market a highly differentiated portfolio of data center solutions that will enable us to create and innovate the next generation of solutions. So businesses continue to evolve and grow. You are the critical partners working with us to invent and deliver the future of technology. When I joined Intel in 2000, the cloud was giving us an early glimpse of how technology would impact all of our lives. Today, data is being used to transform entire industries. In health care, medical researchers are using thousands of data set from patients in order to identify and predict brain tumors. In agriculture, farmers are using autonomous in order to boost crop yield. And in retail, online search data is being used to serve up better recommendations for consumers. The world, as we know it, is evolving before our eyes, and it's exciting to see our customers tackling these complex challenges and pushing the boundaries of innovation. As organizations look to scale, drive down costs and generate new revenue streams, it's more important than ever that businesses have the technology they need that drives the highest business value. For 3 generations of Intel's scalable processors, we've architected our data center solutions with your business needs in mind. Our unique approach is focused on providing real-world, purpose-built workload acceleration that delivers superior system performance at greater efficiencies. And purpose-built workload acceleration is not just about adding more cores. It requires a true system-level approach in which highly optimized software is tuned ti the differentiated features in our hardware in order to accelerate the most critical business workloads, including AI, networking, HPC and security. And today, we're taking purpose-built workload acceleration to the next level. I'm excited to unveil Intel's 4th Gen Xeon scalable processor. She's a beauty. These processors access represent a paradigm shift in the way businesses run their workloads and solve their computing challenges. 4th Gen Xeon features the most accelerators built into a data center processor in the industry, providing leading performance in workloads that matter most. We've demonstrated an average of 2.9x increase in performance for [indiscernible] efficiency across the group of the most common workloads. And these aren't just industry benchmarks, these are real-world workload performance schemes. And when we look at total cost of operations, with acceleration, customers can expect to see TCO improvements ranging from 52% to 66%. These step function performance gains are only possible because of the differentiated features we built into 4th Gen Xeon. These allow customers to make optimal use of core resources for greater CPU utilization and improved power efficiency. For workloads like AI, customers can achieve up to 10x higher pipe torch, real-time inference and training performance using Intel advanced matrix extensions. And the networking applications, customers can encrypt data using Intel quickest technology to achieve up to 47% fewer cores at the same performance level. This represents the future of purpose-built workload acceleration. And we could only achieve these gains with close collaboration with the world's leading software providers, OEMs and ODMs. There are thousands of software engineers at Intel working with our ecosystem partners to optimize and validate applications to run best on Intel hardware, and Xeon-based infrastructure is available virtually everywhere in the world. Today, there are over 100 million Xeons installed in the market from on-prem data centers to 5G networking equipment to edge infrastructure and, of course, in cloud service provider services. And within the cloud, Xeon is the most ubiquitous processor in the world. Xeon-based services are available virtually every cloud service provider in every global region. And this pervasiveness ensures customers get consistent performance and reliability when running their workloads in the cloud. Let's hear from AWS about the new business services they're offering based on our latest data center solutions.
Unknown Attendee
attendeeI'm Dave Brown, Vice President of Amazon EC2. It's a pleasure to be here for the launch of the 4th generation Intel Xeon scalable processes. AWS Intel have been on a journey together innovating for customers since AWS introduced the concept of cloud computing with Amazon EC2 in 2006, over 16 years ago. Since then, customers have launched over 30 billion EC2 instances. AWS has built the most reliable and secure global cloud infrastructure with the broadest and deepest portfolio of instances. Amazon EC2 provides customers with the most options for compute, so they can choose the right infrastructure for their application and business needs. To date, AWS has introduced over 400 Intel-based instances, optimized for a wide variety of applications. At our recent Reinvent Conference, we launched our latest Intel-based instances, including network optimized instances as well as an optimized offering for HPC workloads. Customers such as NASDAQ, [ FanDuel Group ], Dana Farber Cancer Institute and Nissan Motors are examples of customers who have benefited from the performance, reliability, availability, security and scale of AWS infrastructure with Intel Xeon scalable processors for their applications. AWS is excited to continue our collaboration with Intel with our support for 4th Generation Intel Xeon scalable processors for the Amazon EC2 portfolio. Amazon EC2 R7iz instances already available today use the 4th Generation Intel Xeon scalable processes and have the highest performance per VCPU among our x86-based EC2 instances. They also deliver up 20% higher performance than comparable high-frequency instances and are ideal for electronic design automation, relational databases, data analytics and other workloads requiring a combination of high compute performance and high memory. Intel is also a customer of AWS, including running their electronic design automation workloads on AWS. And we are excited for Intel to utilize the latest Intel Xeon scalable processors on AWS for these workloads. Congratulations to the Intel team on this important launch milestone. We at AWS look forward to our ongoing collaboration with Intel to deliver more value for AWS customers.
Sandra Rivera
executiveWith 400 Intel-based instances, Xeon is the most widely deployed platform in AWS' infrastructure, allowing customers to access the unique features in our hardware from every region in the world. And in addition to AWS, many of the world's leading cloud service providers already have 4th Gen Xeon services in public preview and general availability. These include Alibaba, Baidu, ByteDance, Google Cloud, IBM Cloud, Microsoft Azure, Oracle Cloud and Tencent. I think you'll be interested in what they have to say. [Presentation]
Sandra Rivera
executiveWhen I talk with our cloud partners, data security is top of mind. And as a continuance landscape evolves to become more distributed with workflows moving across ecosystems and multi-talent environments, protecting data at every set of workflow is paramount, whether it's data at rest, in transit or in use. Intel and ecosystem partners pioneered a data privacy technology called confidential computing. This is to enable businesses to handle their sensitive data and cloud environments. Intel is the only silicon provider to offer application level isolation with Intel software guard extensions, which provide the smallest attack surface for confidential computing, whether that's in private public or edge computing cloud environments. And now with 4th Gen Xeon, we're delivering level of virtual machine isolation technology called Intel trust domain extensions. This technology is ideal reporting existing applications to run in a confidential computing cloud environment. Microsoft Azure, Alibaba, Google Cloud and IBM Cloud will be the first to offer Intel TDX ahead of general availability. Here to share more about how they're using this innovative technology is Microsoft. [Presentation]
Sandra Rivera
executiveThank you, Mark. Intel and Microsoft have been great partners in delivering impactful technology to the world for many years. And speaking of impactful technologies, artificial intelligence is most disruptive and transformative technology and computing today. AI is helping industries across the globe, process data, make sense of and make better decisions from massive amounts of data being generated. For generations, we have built-in AI accelerators into the world's most widely deployed data center processor. And with workloads, we are working with the ecosystem to ensure that AI frameworks and AI software is optimized for Intel hardware and is readily accessible. This work is helping us democratize AI and easy to deployment across all industries. My team has played a major role in Intel's AI journey and to talk more about how we're making this transformative technology broadly available, please welcome Corporate Vice pre and General Manager of Intel on Products, Lisa Spelman.
Lisa Spelman
executiveIt's good to be here.
Sandra Rivera
executiveIt's great to have you here, Lisa. So how many young launches have you now been a part of?
Lisa Spelman
executiveOkay. Well, unbelievably, this is my eighth Xeon launch, but I have to say that every single one gets more exciting. You mentioned that democratization of AI. And that's possible because of the accessibility of Xeon. This has been multiyear journey for us, working with our customers and our partners. In fact, in 2017, that was when we first introduced built-in AI acceleration to Xeon. And since then, we haven't stopped. Every generation, we're adding to that hardware acceleration, but more importantly, even we are working really hard and closely together with the software ecosystem to deliver that out-of-box ease and performance. So it goes up a notch with the 4th Gen. We're taking it to the next level. Everything that's been added to 4th Gen Xeon is because of our customers' input and their requirements. That ubiquity of Xeon plus the artificial in performance that customers now can access means that we're delivering today this wonderful opportunity for them to deliver both deep learning training and inference on the CPU that they already have in their environment.
Sandra Rivera
executiveWith this progress, we've reached a tipping point with widespread deployment of artificial intelligence on Intel architecture. We recently set down with Fujitsu to talk about our work together and how AI is accelerating their digital transformation.
Lisa Spelman
executiveLet's listen in. [Presentation]
Sandra Rivera
executiveSo [ Uro ], thank you so much for joining us here today.
Unknown Attendee
attendeeYes. Thank you, and it's really an honor to be here.
Sandra Rivera
executiveSo Uro, what were your technology requirements defining the platform that you're offering to customers?
Unknown Attendee
attendeeOn one hand, of course, low latency because when customers are using the platform, it has to be very responsive. Energy consumption, because this is playing a major role. We are facing climate change everywhere. Energy consumption has to be reduced. And I think, therefore, the new Gen 4 Xeon platform will be a great step forward in this respect. And what we have seen with the Gen 4 Xeon is really now the capability that you have dedicated accelerators in place. So we have accelerators for AI, which is very important for us. So making sure that we can bring the workflow to dedicated unit on the chip and really making sure that the CPU can do whatever they want and having support from the framework perspective, so which means support from TensorFlow, PyTorch, OpenVINO, [ AMX net ]. We see also with the new 4th Generation of the Xeon processors and enormous speed up because with the tile technology and that you have dedicated accelerators to multiply those metrics, making sure that the data can be moved very quickly from one point to the other. And this allows us really to squeeze the most out of the CPU. And what we see in most of the cases, the CPU is more than good enough to do training and of course inference as well. And this is what we are targeting for.
Sandra Rivera
executiveYes. Well, that was part of the architecture decisions that we made, which is how can we incorporate more acceleration into the base CPU platform. So what are the ways customers are using the platform?
Unknown Attendee
attendeeOne of the projects I really would like to highlight because I'm involved in this project is ASFINAG. ASFINAG is the company's operating and maintaining highways in Austria. What we would like to do with this R&D project we are doing with ASFINAG is really detecting electric vehicles. And unfortunately, there is no standardization in the European Union. In Germany, we have a E at the end of the number plate. In Austria, it's a green color of the characters of the number plate, so which means we have to detect an attribute of the character, which is the green color, but there are also some emblems on the plate itself. And this is not an easy task, but we have seen in the first stage that we were capable to do 2.3 detections per second. This was okay-ish. And then we have a chat with the colleagues here from Intel and they said, "Yes, we'll improve this," and then they have done an improvement with OpenVINO. And all of a sudden, we are now capable to achieve a detection rate of 30 images per second with the existing Xeon technology and with Gen 4, we are expecting a significant improvement because the numbers that we have seen from Intel, they're really unbelievable.
Sandra Rivera
executiveAll great examples of where we are having a positive impact in driving that time to value, accelerating that pace of innovation. What are you excited about in terms of the future?
Unknown Attendee
attendeeWhat we see right now is there is a hurdle from a customer point of view for the first step into AI. And I would call the new Xeon generation really democratizing AI because you must have a server in place already. And when you have all of those capabilities, you have accelerators, it's super fast and you can handle the data, you can use cryptography, compression, decompression and all of those aspects.
Sandra Rivera
executiveYes. Well, our purpose, our mission, to democratize AI, to drive outcomes that improve the lives of every person on earth. Uro, thank you again for with us today and for sharing so many great examples of the high-impact work we're driving together and how we use technology for good.
Unknown Attendee
attendeeYes. And thank you for the opportunity of being here.
Sandra Rivera
executiveThis is just one example of our customers already building solutions on fourth gen Xeon. And they're taking advantage of that acceleration, AMX, the crypto acceleration and also that software that I referenced. With this improved performance, you can deliver deep learning and inference workloads like natural language processing, recommendation systems, image recognition. Gen-over-gen, we delivered 55% lower total cost of ownership for real-time AI inference workloads. It's impressive performance paired with TCO that makes Xeon that industry foundation for inference. And with AMX, Xeon is quite capable for training as well. Xeon has been the foundation for scalable high-performance computing for decades. For the first time, Intel is integrating high bandwidth memory into the Xeon processor and delivering Xeon MAX. This innovative product addresses the #1 constraint in high-performance computing solutions. And it dramatically increases the memory bandwidth that's available and accelerate key high-performance computing workloads, like life and material sciences, manufacturing, high-energy physics. For years, compute capacity has grown at a rate much faster than the memory bandwidth. And this has led to a situation where you have workload performance that doesn't keep up. It's stranded compute. We haven't been feeding the cores enough data. Well, this has been an obstacle to progress. It leads to wasted compute cycles, wasted energy and costs. Xeon MAX is the first and only x86-based processor with integrated high-bandwidth memory. And for all your software developers out there, one of the most exciting things is that you can take advantage of all of that bandwidth without having to do code changes. The product brings 3.7x performance improvement across real-world workloads and requires 68% less energy than deployed competitive systems. Xeon Max provides you with the opportunity to maximize your bandwidth, maximize your compute and maximize developer productivity. Now Jim Lujan from Los Alamos National Labs is going to share with us a bit about how they're solving real-world problems using both Xeon fourth gen and Xeon MAX.
Unknown Attendee
attendeeJim, it's great to see you. So can you tell me a little bit about how the lab uses high-performance computing to advance your mission?
Jim Lujan
attendeeAbsolutely. It's good to be here, [ Jeff ]. Thank you for having me. So at Los Alamos, we use modeling and simulation for a variety of areas, primarily stockpile stewardship, but we also do modeling and simulation and epidemiology, planetary defense, climate modeling.
Unknown Attendee
attendeeNow what are some of the key bottlenecks that you experienced in those workloads?
Jim Lujan
attendeeSo for us, we've done an analysis on some of our key applications. Our applications, while they do a lot of compute, are not as restricted by compute as they are with memory. So when we put together the crossroads procurement, we were looking for ways to improve time to insight to really reduce those bottlenecks on memory bandwidth. And Intel's Xeon MAX processor with that kind of high-bandwidth memory was really exciting for us because it really does improve that time to insight that we were looking for.
Unknown Attendee
attendeeNow the time to insight is really a combination, in my mind, about the run time kind of takes to actually run the execution of that program as well as the code porting effort to bring that existing code onto a new platform. What level of challenges do you face bring existing codes on to Xeon MAX?
Jim Lujan
attendeeThat's a good question. So the Intel Xeon MAX processor, it really can just move sort of from an evolutionary perspective of where we're at today on to this new processor. For our application developers, it's been relatively trivial. We have examples of where we've literally taken an old binary from one of our existing Xeon machines and put it on an Intel Xeon MAX processor, and we've just been able to -- just run it. And so we're just really thrilled with the ability to bring forward the tens of millions of lines of code with relative ease into this new technology.
Unknown Attendee
attendeeIt's wonderful that I can just work around the box, but it really also comes down to what performance you able to get when you bring that code forward. So what are your earlier experiences like?
Jim Lujan
attendeeSo we've done some preliminary testing with the Xeon MAX processor with HBM. And we're extremely encouraged by that. We're averaging around a 4x improvement overall with our particular applications. So we're really pleased to be able to essentially recognize a 4x improvement over our existing performance with basically buying a new chip. We're just really thrilled with the partnership that we have with Intel. We've been working with you guys for quite some time overall on the Crossroads project, and we're just really excited to be a part of bringing this product to market.
Unknown Attendee
attendeeThank you, Jim. We're very excited as well, and it's a great partnership. And hearing from your engineers and scientists on the requirements and letting that really define our road map to solve your problems, that's really what brings joy to us. So thank you so much.
Jim Lujan
attendeeThank you, Jeff.
Sandra Rivera
executiveWe also bring together acceleration with optimized processors for key networking workloads to offer lower latency, higher throughput and that deterministic performance that's so important. We offer this with a range of core counts and power envelopes. With fourth-gen Xeon, communication service providers are able to double their performance per watt to meet their critical quality of service, scaling and energy requirements, and this is where their vRAN workloads. They will see also a 30% gen-over-gen performance improvement for their 5G core workload. This improvement is delivered through but also through our next-generation platform, which delivers improved memory and PCIe bandwidth, and it's all delivered in the same power envelope as the prior generation. We sat down with Telefonica's Chief Technology Officer, Enrique Blanco, to hear a bit more from him about what performance means for their offerings, for their customers and for their business.
Unknown Attendee
attendeeHello, Enrique, thank you for joining us today, and thank you for being long-term collaborate with Intel.
Enrique Blanco
attendeeNo, thank you very much for your opportunity.
Unknown Attendee
attendeeSo as we know, networks have been adopting cloud technologies for the past decade. How these changes impacted how you designed and build out your 5G network and why is this so important for the future of networking and your customers?
Enrique Blanco
attendeeWe are building a fully [indiscernible] network and this is our first step and not only in the IT evolution, which is the first step. It is in all the platforms that we are today building as a pure qualified approach. It is the access. [indiscernible] and the Base Band, it is going to be fully centralize it and virtualize it. And it is the only way to reach the final approach that we are looking for in architecture.
Unknown Attendee
attendeeToday, Intel is celebrating the launch of our fourth-gen Xeon Scalable Processors. We're excited to the most of this latest generation of processors.
Enrique Blanco
attendeeToday, when I see OpenRAN, DRAM, CNF and reducing the power energy consumption and going through additional throughputs, I can only get this platform, I can only get this architecture. If I'm using your new fourth generation, this is because I processed something similar. You are providing me the technology that I need trying to make my dream. It is how can I fully virtualize? How can I open all the interfaces? And how can I connect hundreds of antennas to a centralized approach. And I can only do it if you are doing your homework, and this is translated for me the fourth of generation of Xeon. It is right for us. So this is your magic weapon that it is helping us trying to reach our final architecture. It is a matter of trust because this long-term partnership means trust. In our most advanced step in the OpenRAN capabilities, we trusted Intel.
Unknown Attendee
attendeeWhat are some of the things you are doing to drive more energy efficiency and sustainability and how you build and operate your telecommunications network?
Enrique Blanco
attendeeIn the past 6 years, Telefonica had been reducing a 7% of total power consumption. We have been multiplying by 7 the data traffic, and we have been reducing a 7%. And this has been because we are using the right technology and we cannot do it. If we are not going by the end with your evolution of the microprocessors that it is helping us trying to go faster, multiply by 2, by 3 the power capabilities and reducing the energy consumption.
Unknown Attendee
attendeeAs we look ahead, can you talk about other areas of collaboration between Intel and Telefonica that you're looking forward to?
Enrique Blanco
attendeeWe are collaborating in 5G. We are collaborating in OpenRAN. We are collaborating in edge. We need to make our cooperation in this organization using all the capabilities in the containers. So, you are in the core of our evolution. You are in the core of our automation. We are serving and improving the lives of the people that we are serving. And when you are fully aware of this, there is something who appears, it is the passion. Everything you are doing every day has a huge impact in the life of the societies that you are serving.
Unknown Attendee
attendeeWell, thank you, Enrique. You certainly and Telefonica about a huge impact on society. I really appreciate you joining us today. Thank you so much.
Sandra Rivera
executiveNetwork-enabled connectivity and access to the digital world. In these critical network workloads, the addition of integrated QuickAssist technology allows companies to increase their compression and their cryptography capabilities, which then in turn allows organizations to increase the amount of encryption they provide without having to sacrifice on performance. The network core and RAN, the foundation for 5G run on Xeon due to multiple generations of investment in both Xeon features and software enablement. Let's hear from Ericsson. [Presentation]
Sandra Rivera
executiveAnd we're not stopping at the network. We're also bringing this innovative new architecture to our workstation family of products launching in February, the Intel Xeon W processor families will power the next generation of high-performance workstations. Okay, let's talk about cloud. Cloud architecture is at the heart of the digital transformation. And we've seen that first wave of digital services change the way we interact with the world. Our customers are driving that next wave of innovation, and they're delivering it on top of a cloud-based micro services architecture. [Presentation]
Sandra Rivera
executiveTogether, we are collectively delivering performance on a global scale from AI workloads that are enabling a smart infrastructure for electric vehicles, high-performance computing that is advancing human health to the 5G core workloads. Xeon is ready for all of this. I'm so excited for the future of technology and what we can deliver together. And speaking of excitement about the future of technology, I would like to welcome back to the stage someone who shares in that, our CEO, Pat Gelsinger.
Patrick Gelsinger
executiveThe past years have demonstrated how technology is increasingly central to every aspect of human existence. And powered by silicon, everything is becoming digital, and it truly is this magic of technology. And we -- as a company, we're committed to continue to push forward that innovation, that discovery and growth. And I've called it the 5 technology superpowers. Everything is becoming a computer. Everything and everyone is becoming connected. With cloud and edge, we have ubiquitous infrastructure. AI is turning data into actionable insights. And sensing, we see, hear, know where we are in every aspect of our digital experience. And these 5 superpowers individually are powerful, but they're accelerating, augmenting and driving an increasing pace of innovation as they come together and amplify each other. As Sandra mentioned, 100 million Xeons, wow, right? I mean what an installed base. What an extraordinary platform. And working alongside our customers and partners, we see that this fourth generation on building on that extraordinary foundation. And with it and MAX, how it will enable a next generation of differentiated solutions and systems at scale. And this is enabling us to tackle today's toughest computing problems while simultaneously building a foundation for tomorrow. And I often wonder to myself, why is -- why did God had me go -- be part of a software company. What was it that led me on this journey the critical importance and learnings that I gained about how important software is, right? We build hardware to run software and application to fuel the innovation of the software community. As our CTO, Greg Lavender, says, "Software is the soul of the machine." Well, let's hear about the soul that we're enabling with our ISV partners. And I started off today with our OEMs and our cloud partners and how they're leveraging this innovation. But fundamentally, it's how is our silicon enabling the software community to innovate and build on what we're doing. So with that, let's hear a few remarks from the software community that in my 8-year vacation from Intel, I came to know and love. Let's hear from them now. [Presentation]
Patrick Gelsinger
executiveLike you, I'm thrilled about today's launch. I'm excited to see all the innovation that this technology is enabling. And as you've heard from so many -- I mean a plethora of companies and industry partners and customers of this technology and Sapphire Rapids is just the next step on that journey. The Xeon road map is making great strides and progress in hitting the key milestones, rebuilding that execution confidence that our customers can have in Intel's foundational technologies. We remain on track for our technology, our process technology. The bold vision we had for 5 nodes in 4 years, all of that is on track because, since our founding, Intel fundamentally believes in this pursuit of semiconductor innovation as described by Moore's law that we will continue to innovate until Moore's law is exhausted, right? Everything in the periodic table has been used up in that pursuit because we believe deeply in the power of technology. Today, we've provided a technological update for the backbone, the foundation that Xeon provides and how critical it is as this foundation for human innovation. And we are still, as a company, right in the thick of it. The world built on Intel technology. And as we wrap up, let me bring Sandra and Lisa back to the stage. We are fully focused on enabling ongoing digital transformation.
Sandra Rivera
executiveAnd delivering high-quality innovative products to the market at a predictable pace to enable your success.
Patrick Gelsinger
executiveThank you.
Sandra Rivera
executiveThank you.
Read the full transcript via the API
You're viewing the first half of this call. Get the complete Intel Corporation transcript — plus 248,000+ transcripts from 12,000+ companies, speaker segments, AI summaries and full-text search — through the EarningsCalls.dev API.
Get the API View API docs →This call discussed
For developers and AI pipelines
Programmatic access to Intel Corporation earnings transcripts and 248,000+ others is available through the
EarningsCalls.dev REST API. Plans from $24.99/month — full transcripts, speaker segments,
full-text search, and the recently-added /api/v1/transcripts/recent polling endpoint for ETL pipelines.