Ouster (OUST) Q3 2026 Earnings Call: Revenue Hits $59M as REV8 Demand Builds
Ouster reported record Q3 2026 revenue of $59 million, up 50% year-over-year, alongside a 60% improvement in adjusted EBITDA loss to $3 million. The company shipped over 27,000 sensors, driven by strong demand for Stereolabs cameras and the new REV8 native-color LiDAR. GAAP gross margin stood at 43%, and the cash balance reached approximately $421 million. For Q4 2026, management guided revenue to $61 million–$64 million. Growth is supported by expanded production capacity and rising adoption across robotics, industrial, and infrastructure markets, while management maintains a disciplined approach to scaling toward profitability.
Key Takeaways
- Ouster reported record Q3 2026 revenue of $59 million, up approximately 50% year over year, including about $3 million in royalty revenue.
- The company shipped more than 27,000 sensors, comprising over 7,000 LiDAR sensors and 20,000 cameras. Stereolabs camera production more than doubled quarter over quarter.
- GAAP gross margin was 43%, essentially flat year over year. Adjusted EBITDA loss improved by 60% to $3 million, from an $8 million loss a year earlier.
- Customer demand is shifting toward REV8. Ouster has thousands of REV8 sensors in backlog and expects shipments to rise from hundreds in Q3 to thousands in Q4, then tens of thousands by the end of FY2027.
- Management guided Q4 2026 revenue to $61 million–$64 million, including an estimated $3 million in royalties.
- Quarter-end cash totaled approximately $421 million. Management said it does not expect to require additional capital to achieve its current operating objectives.
Core Financial Data
| Metric | Q3 2026 result | Change or context |
|---|---|---|
| Revenue | $59 million | Up approximately 50% year over year; includes about $3 million in royalties |
| Sensor shipments | More than 27,000 | Over 7,000 LiDAR sensors and 20,000 cameras |
| GAAP gross margin | 43% | Essentially flat year over year; down 6 percentage points sequentially, mainly because Q2 included a one-time $5 million tariff refund |
| GAAP operating expenses | $45 million | Up approximately 9% year over year |
| Adjusted EBITDA | $(3) million | Loss improved 60% from $(8) million in Q3 2025 |
| Cash balance | Approximately $421 million | Includes about $191 million of net proceeds from the July common stock offering |
Business and Operating Performance
Industrials remained Ouster’s largest revenue vertical, followed by robotics. Demand was supported by warehouse automation, defense, construction, mapping, robotic manipulation, humanoids and mobile industrial applications.
Stereolabs delivered a record shipment quarter, with more than 20,000 cameras shipped and production more than doubling sequentially. Management attributed the increase to expanded capacity and stronger robotics demand.
REV8 adoption continued to build following its May launch. Ouster said hundreds of customers have selected the product, with most choosing its native-color capability. Announced applications include Forterra defense vehicles, GUSS Automation autonomous orchard machines, Seneca wildfire-response drones and GOQ mapping payloads.
Ouster is investing in retooled production lines, automation, testing and inventory. Its expanded Benchmark partnership is expected to support annual LiDAR capacity of more than 100,000 units by the end of 2027. Management stressed that this is a capacity target, not a commitment to ship 100,000 units annually in 2027.
The company also launched the ZED Box 2 edge AI computing series based on NVIDIA Jetson Orin and Jetson Thor platforms. The systems support up to eight sensors and are designed for real-time depth processing, tracking and multi-sensor fusion.
In software, the redesigned Ouster Gemini pipeline can fuse up to 100 LiDAR sensors on one server, more than twice its previous capacity. Management said some Gemini customers operate more than 500 sites in North America. BlueCity also secured several million-dollar projects and a multimillion-dollar expansion covering 100 additional intersections.
Management Guidance
- Q4 2026 revenue: $61 million–$64 million, including an estimated $3 million in royalty revenue.
- Full-year 2026 growth: At the midpoint of Q4 guidance, management expects revenue excluding royalties to increase approximately 48% year over year.
- Full-year operating expenses: Expected to rise 5%–8% year over year, excluding a favorable employment tax refund and one-time acquisition costs.
- Long-term gross margin framework: Management maintained its 35%–40% target, while aiming to outperform the upper end and reinvest gains in capacity and growth.
Risks and Watch Items
The REV8 outlook depends on Ouster’s ability to scale manufacturing, secure inventory and complete capacity investments through 2027. Near-term cash usage includes manufacturing expansion, working capital and the continued integration of Stereolabs.
Product mix is shifting from REV7 toward REV8, but Ouster continues to ship REV6 and REV7 under its broader portfolio strategy. Management did not provide a detailed gross-margin comparison between REV8 and REV7.
Ouster expects to remain active in China’s industrial and robotics markets but does not expect to participate meaningfully in the Chinese automotive market. Management also avoided extrapolating Stereolabs’ Q3 shipment increase into a separate Q4 revenue forecast.
Analyst Q&A Highlights
Management identified robotics and smart infrastructure as major growth areas beyond industrial applications. Cameras and edge AI computing are central to humanoid platforms, while LiDAR is more prominent in drones, mapping and larger autonomous industrial vehicles.
On REV8’s competitive position, management emphasized native-color 3D data, range, resolution, durability, functional safety and thermal performance. The company said these features can improve neural-network training, mapping, traffic-light detection and sign recognition.
Ouster expects LiDAR costs to decline through higher volumes, manufacturing improvements and greater integration into custom silicon. Near-term investment remains focused on expanding REV8 capacity and lowering unit costs as production scales.
Regarding automotive opportunities, management said the company is prepared to serve Western robotaxi programs with REV8 and future products, while noting that automotive customers continue to operate differently from robotics customers.
Full Earnings Call Transcript
Complete Earnings Call Transcript
Management Remarks
Operator
Hello, and welcome to Ouster's Third Quarter 2026 Earnings Conference Call. [Operator Instructions] The call today is being recorded, and a replay of the call will be available on the Ouster Investor Relations website an hour after the completion of this call. I'd now like to turn the conference over to Chen Geng, Senior Vice President of Strategic Finance and Treasurer. Please go ahead.
Chen Geng
Good afternoon, everyone. Thank you for joining Ouster's Third Quarter 2026 Earnings Call. On today's call, we have Chief Executive Officer, Angus Pacala; and Chief Financial Officer, Ken Gianella. After the market closed today, Ouster issued its financial news release and Form 8-K, which are available on our Investor Relations website. A webcast replay of today's call will also be available on our website. During this call, we will make certain forward-looking statements. These include all statements about our competitive position, product advantages and growth opportunities, anticipated industry trends, our business and strategic priorities, our operating expense targets, the impact of our recent acquisition, the development and expansion of our products, our products capabilities and performance and our revenue guidance for the fourth quarter of 2026 and long-term financial targets.
Actual results may differ materially from those contemplated by these forward-looking statements. Factors that could cause actual results and trends to differ materially from those contained in or implied by these forward-looking statements are set forth in the third quarter 2026 financial results release and in the quarterly and annual reports we file with the Securities and Exchange Commission. Any forward-looking statements that we make on this call are based on assumptions as of today, and other than as may be required by law, Ouster assumes no obligation to update any forward-looking statements, which speak only as of their respective dates. In today's call, we will discuss both GAAP and non-GAAP financial measures. A reconciliation of GAAP to non-GAAP measures is included in the financial results release. I would now like to turn the call over to Angus.
Charles Pacala
Hello, everyone, and thank you for joining us today. I'll start with a brief recap of the quarter and an update on our strategic priorities before Ken covers our financial results in more detail. We delivered a strong third quarter with $59 million in revenue and over 27,000 sensors shipped, both records for the company. We delivered over 7,000 LiDAR sensors and 20,000 cameras, cementing our evolution into the comprehensive sensing and perception platform that meets the diverse global demands of physical AI. The industrial vertical led third quarter revenue, followed by robotics, supporting customers in warehouse automation, defense, construction and mapping. Our Stereolabs cameras had a record quarter of shipments, unlocked by our investments in production capacity to meet the surging growth in the robotics sector.
As a leader in physical AI, Ouster is enabling our customers to sense, think, act and learn on their autonomy journey. This quarter is a great proof point of the progress we have made across all 3 of our key strategic priorities, revolutionizing our LiDAR camera and AI compute products, extending our leadership in Physical AI solutions and executing towards profitability. Starting off with our product portfolio. REV8 has received exceptional market reception. As the world's first native color LiDAR, REV8 is a paradigm shift that is proving to be an undeniable competitive differentiator. Hundreds of customers have already chosen REV8 for their mission-critical applications, and they have overwhelmingly adopted native color. Customer demand has been robust while we ramp initial production. We have many thousands of REV8 sensors in our backlog, and we expect our delivery cadence to accelerate into 2027.
Our expanded partnership with Benchmark is expected to support an annual LiDAR capacity of over 100,000 units by the end of 2027. We are investing in retooled high-volume production lines, increasing precision automation, scaling testing and accelerating inventory purchases to meet the exceptional demand for REV8. Our customers are selecting REV8 because no other sensor matches its native color, increased accuracy and extreme ruggedness. Whether navigating through smoke and dust or maneuvering through complex cluttered warehouses, Ouster delivers the precision autonomy and enhanced obstacle detection required by operators around the world. Let me now share a few REV8 proof points.
In industrials, we recently announced an expansion of our multiyear strategic partnership with Forterra, the leader in military autonomous ground mission systems. Ouster provides 360-degree situational awareness with a single sensor and industry-leading reliability in the world's most challenging environments. Following the successful deployment of REV7 sensors in Ukraine, Forterra plans to integrate REV8 native color LiDAR into its future defense vehicles. Next, GUSS Automation, a subsidiary of John Deere, plans to integrate our REV8 sensors into its next-generation autonomous orchard machine fleet. REV8 delivers the precision obstacle detection and native color perception needed to scale safe autonomous agriculture worldwide.
In robotics, the superior performance of REV8 is establishing a new benchmark in the aerial mapping and autonomous drone market. We announced a strategic partnership with Seneca to integrate the REV8 into autonomous wildfire response drones. REV8 is built to operate from minus 40 to plus 85 degrees celsius with industry-leading durability, unique capabilities that enable Seneca to navigate smoke, dust and severe weather during critical cargo and firefighting operations. In addition, GOQ, a premier provider of geospatial mapping, is integrating our NDAA and BABA-compliant REV8 sensors into its TrueView drone payloads for utility and infrastructure mapping.
Turning to compute. We recently expanded our AI compute portfolio with the launch of the ZED Box 2 series, our next generation of industrial edge AI supercomputers engineered specifically to power physical AI. This series spans both NVIDIA Jetson platforms, the Jetson Orin for neural depth, tracking and multi-camera fusion in real time and the Jetson Thor for advanced perception and generative AI models. With support for up to 8 sensors, high-speed connectivity and multi-sensor fusion, Ouster is providing customers with a scalable production-ready compute solution that eliminates extra adapters or custom carrier boards. We are also directly addressing some of our customers' largest operational hurdles, compute load, memory bandwidth and system cost.
Through an updated ZED SDK and expanded native support for NVIDIA Isaac ROS across our entire ZED camera family, our customers can run high-performance spatial AI models at the edge with fewer processing bottlenecks, lowering latency and improving compute efficiency. Ouster is a one-stop shop for physical AI. With our latest software and ready-to-deploy vision AI kits, Ouster delivers the platform and performance the world's leading roboticists rely on to accelerate their deployment of physical AI from prototype to the real world. Turning to our physical AI solutions. Both Ouster Gemini, our AI-enabled perception software and BlueCity, our turnkey intelligent transportation platform, have made big strides this year. We are unlocking unprecedented scale with Ouster Gemini through our redesign of our perception pipeline.
By doubling edge processing speeds, Gemini can now seamlessly fuse up to 100 LiDAR sensors on a single server, more than double our prior capacity. This expanded capability is winning enterprise Gemini deployments that require the tracking of thousands of objects across massive city-sized environments in real time. Leading DOTs across North America are rapidly adopting BlueCity advanced detection powered by the REV8 OS1 Max. By delivering continuous 360-degree detection of road users up to 500 feet across lighting extremes and severe weather conditions, Ouster is providing cities with unmatched situational awareness. Advanced detection has led to several million-dollar BlueCity wins in Utah, Washington, Florida and Ontario, Canada. In addition, we recently won an expansion with a leading DOT, securing a multimillion-dollar contract to expand our BlueCity solution across 100 additional intersections.
Advanced detection is enabling our customer to consolidate continuous point cloud data across multiple intersections into a single unified corridor view and unlocking advanced data for improved traffic flow and safety. Complementing these leaps and performance are improvements in our machine learning iteration cycle. By optimizing data labeling, training and verification, we have compressed our end-to-end model training cycle by over 50% year-to-date. Ouster is iterating faster to more rapidly deploy improved perception software across our entire customer base, extending our lead as the foundational partner in physical AI to sense, think, act and learn. Finally, our strong results align with our long-term financial framework. We are making strategic investments in product innovation, manufacturing capacity and customer success as we scale toward profitability. With that, let me now turn the call over to Ken, who will provide more context on our third quarter financial results and full year 2026 outlook.
Kenneth Gianella
Thank you, Angus, and good afternoon, everyone. We delivered another record quarter of revenue while making significant progress on our strategic growth initiatives by expanding our presence in high-growth robotics and physical AI through Stereolabs, increasing our inventory and manufacturing capacity and driving continuous innovation in our solutions. Now turning to our third quarter financial performance. Operating results were again strong with revenue of $59 million. This represents an increase of approximately 50% compared with the third quarter last year. Revenue included approximately $3 million of royalty revenues during the quarter. Industrials led our revenue mix, followed by robotics as the addition of Stereolabs continues to strengthen our market position in robotic manipulation, humanoids and mobile industrial applications.
Our Stereolabs business had a breakout quarter, shipping over 20,000 cameras and more than doubling their production quarter-on-quarter. Our third quarter product mix reflects the operational flexibility provided by our unified sensor platform and the ramp of our REV8 capacity. As Angus mentioned, we are extremely pleased with 8 customer commitments since the launch in May. In Q3, customer demand began to shift towards our REV8 product. We expect production volumes of REV8 to continue to increase in the fourth quarter and grow throughout FY '27. GAAP gross margin was 43%, essentially flat compared with the same quarter last year. Sequentially, our gross margin was 6 points lower, primarily due to a onetime $5 million tariff refund from the prior period.
GAAP operating expense was $45 million, an increase of approximately 9% from the third quarter last year. We continue to anticipate full year 2026 operating expenses to be between 5% and 8% higher year-over-year, excluding the impact of favorable employment tax refund and onetime acquisition costs. The increase in our 2026 operating expense includes approximately 11 months of Stereolabs acquisition, investments in our product road map and the expansion of our global go-to-market capabilities. Adjusted EBITDA was a loss of $3 million, a 60% year-over-year improvement compared with a loss of $8 million in Q3 of last year. We are pleased with our progress, and we remain committed to disciplined investment for growth as we continue to scale towards profitability. Turning to our balance sheet.
We ended the quarter with approximately $421 million in cash balances, which includes the net proceeds of approximately $191 million from the common stock offering we completed in early July. Cash usage for the quarter reflects planned investments in expanding manufacturing capacity, inventory and working capital and the continued integration and scaling of Stereolabs. Our liquidity position remains one of the strongest in the industry and provides us with the strategic and financial flexibility to execute our current long-term model. As we scale towards profitability, we do not expect to need additional capital to achieve our operating objectives. Now turning to our Q4 revenue guidance. Total revenue for the fourth quarter of 2026 is expected to be in the range of $61 million to $64 million, including an estimated $3 million of royalties. For 2026, year-over-year revenue growth at the midpoint of guidance is expected to be approximately 48%, excluding royalties.
In closing, our outlook reflects sustained strength in our unified product portfolio that positions Ouster uniquely within the rapidly growing physical AI market. We remain confident in the strength of our customer demand, the continued innovation of our products and solutions and our ability to execute against our strategic and operational objectives. I'll now turn the call back to Angus for his closing remarks.
Charles Pacala
Third quarter marked the 15th straight quarter of product revenue growth, delivering sense, think, act and learn capabilities to the world's leading physical AI companies. The standout performance of Stereolabs and the overwhelming demand for REV8 are early proof points that our vision of a unified sensing and perception platform is exactly what the market demands. From farms and distribution centers to last-mile delivery, the world's most innovative companies are choosing Ouster. We provide the complete stack of LiDAR, vision, compute and software required to bring physical AI into the real world. With that, I'd like to open up the call for Q&A.
Operator
[Operator Instructions] Our first question comes from Andres Sheppard from Cantor Fitzgerald.
Question-and-Answer Session
Andres Sheppard-Slinger
Congratulations on the quarter. I guess to start, Angus, it's clear that Ouster by now is much more than a LiDAR company with also cameras, AI compute, sensor fusion and perception software, as you mentioned. So I guess I'm trying to understand which applications do you perhaps expect the most near-term growth, maybe excluding industrials? Is it autonomous vehicles? Is it drones? Is it perhaps humanoids now with cameras? So just looking for an update there. And separately, if maybe you can also share a bit more granularity on the opportunities with the DoD after the certification.
Charles Pacala
Yes. Thanks for the question, Andreas. Well, I guess my answer to your question is yes. That was a good summary of many of the applications that are exploding right now in robotics, autonomous vehicles, I mean, the thesis here is everything that moves is becoming robotic and autonomous. And certainly, there are form factors that are exploding right now like humanoids and drones. And we have a really unique set of offerings to bring to the table for both those. And humanoids, camera-centric platform, but need these powerful AI computers embedded drones are more of a LiDAR-centric platform when we're talking about surveying and kind of precision surveying applications where the REV8 and the OS1 Max are incredibly good fits.
And then that just extends into industrials. So a ton of activity in robotics, and we really are a one-stop shop for anyone that's trying to build the visual cortex of all those applications. I would note that smart infrastructure is another growth area for us. We're seeing a huge appetite for our BlueCity and our Gemini offerings. And again, these are the same fundamental building blocks since think, act, and learn. It just turns out that these aren't moving vehicles. They're fixed infrastructure that still needs the same type of physical intelligence. As to the question on the DoD, I think you're referring to NDAA-compliant offerings for Ouster. And previously, we -- last year, we also had a Blue UAS certification for REV7.
So we're doing great on that front with -- these are really targeted at drone payloads for surveying applications. We're doing great in that space. REV8 is a perfect fit for the drone surveying market, and we highlighted a couple of customers there. And I think there's more to come. We obviously -- we want to get certifications like what we've gotten on REV7 on REV8. So there's definitely more to come there.
Andres Sheppard-Slinger
Wonderful. Very helpful. I appreciate all that detail. Maybe as a quick follow-up. Can you help remind us how big of a moat would you say is the qualification on NVIDIA's platform? What should investors be aware of here? And then maybe lastly, can you remind us what are the key catalysts that we should be aware of maybe in the near or medium term?
Charles Pacala
Yes. In terms of the NVIDIA platform, there are a couple of ways that we work and partner with NVIDIA today. Now one of the things we mentioned on the call is the release of an expanded set of AI computers that are based on NVIDIA Thor chipsets. So there's a moat there just in terms of the investment that we've put into that hardware and the software that runs on that hardware seamlessly. So the unified sensing and perception platform that spans cameras, LiDARs interfacing with our own purpose-built AI computers using NVIDIA chipsets big moat there. We also have a lot of work that we've announced previously with the NVIDIA automotive and Jetson ecosystems. So many different touch places there. I've said before, if NVIDIA is the brain of a robot, then we are the eyes and the visual cortex. And so I think that still holds true.
Operator
Our next question comes from Colin Rusch from Oppenheimer & Co.
Colin Rusch
Can you talk a little bit about some of the unique characteristics of REV8 and what you can do from a software perspective that are really enabling, I think, a little bit deeper relationships with your customers and your ability to just remain stickier with those folks as you go forward?
Charles Pacala
Yes, absolutely, Colin. Thanks for the question. I mean the headline feature that we keep talking about is this native color technology. And it really is a first-of-its-kind complete paradigm shift for the entire LiDAR industry. We're providing fused colorized 3D information out of a single device, never been possible before in LiDAR. And now we have a couple of quarters, many thousands of REV8 LiDARs that have been purchased by customers. and we're seeing overwhelming uptake in the RGB feature. And we're actually offering a backwards compatible non-RGB version of REV8, but overwhelming preference towards adopting the new native color technology.
So I see that as a huge technological moat that took a major investment to get it to a point where it could be adopted across a broad swath of our customer base. So that's a headline feature. It's deeply valuable in training better neural networks with more context, both 3D and color information. You can read road signs instead of just understanding their shape. You can read the state of a traffic light or you can provide amazing survey grade maps that do color and LiDAR. It's just you need to sense the world in both color and 3D to make a robot navigate it successfully. Other than that, I mean, REV8 hits on so many different capabilities simultaneously. And I think that's like just stepping back, why is REV8, why are we so confident it's going to be successful across our -- really our entire LiDAR customer base.
It's because it's got incredible robustness. It's got functional safety. It's got incredible range and resolution with the new OS1 Max. It's got this RGB capability. We actually are -- it's got the point cloud quality itself with accuracy and precision is best-in-class in many cases. Yes, the ruggedization, the thermal profile. So it's just kind of -- if you made a spider plot of it, it would be maxed out on almost all of the features that you would care about in a LiDAR. And to do that all in one platform just means that it's useful on a John Deere GUSS automation vehicle. It's also useful in a drone and it's useful in the BlueCity traffic infrastructure installation. So yes, when you do it all, it's useful everywhere.
Colin Rusch
Okay. And you guys have maintained a very strict level of financial discipline here as you've grown revenue and maintained cost structure here. Can you talk a little bit about the potential to drive material costs out of the sensors and start driving some incremental gross margin and how you might use some of that cost savings to expand the market?
Charles Pacala
Well, I can take that first. I mean, I think there's always opportunities to drive cost out of the LiDAR technology. I mean LiDAR is still not a mature technology from my perspective and we expect to be marching down a cost curve for many years to come. So that is ongoing activity. It happens each and every day at Ouster. There's also a major volume component to this. Our volumes, LiDAR volumes go up every year. We expect them to continue to go up every year. We're talking about 100,000 unit type of capacity at the end of 2027. Volume is still a big lever. So no question, we're really focused on that.
And then just the backdrop here is the whole LiDAR technology is built on a Moore's Law curve of silicon at a very fundamental level. So another way that we drive out cost is by innovating at the chip level and packing more capability into our custom silicon and saving that cost elsewhere in the system as a result. So lots of levers. In terms of gross margins, we've really committed to our long-term financial framework and the 35% to 40% gross margin is still where we're committed to for the time being. Obviously, we've come in a little above those for a while now, but still, that's where we see the future for now.
Kenneth Gianella
Yes. From an investment standpoint, it's definitely taking and looking to beat that top end of the margins and then investing that. Right now, it's about capacity for us, Colin. It's how can we make sure that we can ramp capacity. We did a great job with Stereolabs. You saw that in spades this quarter, taking them the last 2 quarters and building out capacity for them to hit these numbers. We're doing the same thing with REV8 this quarter and next quarter and ramping that into FY '27. So in the near term, it's the more capacity we get, we can lower overall per unit cost and start getting leverage from the rest of the business. So the goal is to continue to drive leverage, both from our operational standpoint, but also from our OpEx.
Operator
Our next question comes from Suji Desilva from ROTH Capital.
Sujeeva De Silva
Congratulations on the progress here. Maybe, Angus, if you could talk about the robotics market and what's the framework for your content opportunity as various robot form factors come out? I know it's primarily camera. Maybe you can help us kind of think about where that can go.
Charles Pacala
Yes, it's a good question because there's a lot of diversity in the way that robotics companies are designing these next-generation systems. So -- but right now, I mean, the AI compute, we focused the product road map on common building blocks or common technology sets, I would say, cameras, LiDAR compute and then focus on building a portfolio or a family within each one of those technology sets that absorbs the diversity of approach for each one of our customers. So if you look at one humanoid robot versus another, there are some humanoid robots that have their primary sensing in their chest. -- versus in the head. Most of them have in the head, but that's a pretty good example of how different some companies are.
Some companies put a palm-mounted camera in the palm of the robot. Others put a wrist-mounted stereo camera for doing grasping and manipulation. So there's a wide diversity of even in cameras, what types of cameras, mono, stereo, where they go on the robot. And that dictates the resolution, the size, the power draw and the cost of the cameras that go into something like a humanoid. Our goal is to sell every flavor of camera that is practical that is going into these robots and to do it in a competitive way so that when a customer has choice, they're actually coming back to Ouster for all those different flavors.
Same is true on LiDAR. That's why we have announced many different SKUs of the REV8 -- and it's also true on the AI compute. There's potentially a one-size-fits-all technology, these edge -- powerful edge GPU devices, but there's not a one-size-fits-all chipset because some things are small drones, other things are big industrial vehicles and you need a family of products. So we're very much -- our product road map is built on these families of products and -- but it's still 3 technologies, AI compute, cameras and LiDAR.
Sujeeva De Silva
That's good insight in your strategy there. And my other question is on the -- you talked about an application that has 100 LiDAR, 1,000 objects you're trying to track maybe an urban environment. It sounds intriguing. I really haven't heard these sort of large content at once opportunities. I'd be curious if you could frame that are those niche applications? Or could that be sort of a unit kind of accelerator for you guys?
Charles Pacala
This is definitely not a niche use case. I mean we have been building and deploying Gemini now for almost 5 years, I think 4 years at this point. And we're achieving a level of maturity with some of our long-term customers that is now scaling to 100 LiDAR sites, thousands of objects being tracked in real time, but it's also maturity on the breadth of deployment. So we have some customers operating over 500 sites in North America right now. So the scale on the Gemini front, this is a part, again, from BlueCity. BlueCity is a whole another story of success. But yes, we're seeing a lot of really positive trends in the uptick of physical AI technology for fixed infrastructure.
Operator
Our next question comes from Kevin Cassidy from Rosenblatt Securities.
Kevin Cassidy
This is Matti calling on behalf of Kevin. Is there any more color you could provide on the LiDAR product mix in the quarter and going forward between REV8 and REV7? And then also just whether the 2 carry similar gross margins?
Kenneth Gianella
I'll start with that. So when you think about the mix, we're at a point where we're just ramping REV8. So REV8 is going from hundreds this quarter to thousands next quarter to tens of thousands by the end of FY '27. So we fully anticipate just on the demand that we're seeing today that, that mix is going to continue. As I said in my part of the script, we're continuing to see that demand rotate more towards REV8. So that capacity, both to deliver it and the demand, we expect that to grow through '27.
Operator
[Operator Instructions] Our next question comes from Tim Savageaux from Northland Capital Markets.
Timothy Savageaux
Congrats on the results. I have a question on the capacity front as well. You mentioned exiting the year with 100,000. I guess that's annual unit volume capacity on the LiDAR side. Obviously, that implies some pretty significant quarterly revenue numbers, probably over $100 million relative to where we are now, more than double that. Is that target? Or as you look at that capacity, where do you expect to be relative to that exiting the year compared to where you are now, I guess? Any color on that would be appreciated.
Charles Pacala
Yes. And Tim, we're talking about the end of 2027, just to be clear. So yes, we're installing -- yes, so this is at the end of 2027, working with Benchmark to have installed capacity of 100,000 annualized units a year for LiDAR. These supply chain management, manufacturing takes time to put all this equipment in place. And we just want to make sure that we are getting ahead of any concerns about us being able to deliver the expanded volumes that we see each and every year and especially as we're ramping REV8 along the way. So there's major investments going in this quarter through the end of 2027 on the CapEx side on just the technology that we're bringing to bear for manufacturing.
We're just upping our game all across the board when it comes to manufacturing and making also the capacity investment at the same time. So -- and yes, to get more of the unit volume question, this is not a commitment to 100,000 unit annualized volume at some point next year. We always want to have more capacity than we are shipping at any given moment because we want to be able to meet demand spikes that happen inevitably in our business. But stepping back, will we hit those types of annualized demands in the company's near future? Absolutely. We grow our unit volumes every year, and we expect to continue to do so.
Kenneth Gianella
Yes. And you've heard the diversity that he talked about on the earlier question. We are really prided ourselves on ramping Stereolabs and what we could ship. They have a very robust portfolio, being able to ship at the increased volumes that they did quarter-over-quarter was a big accomplishment. That's through all of our manufacturing partners. But then the LiDAR side of it as we grow our portfolio, we're still shipping some REV6 and REV7. So there is going to be a continuation of all of our portfolio on this good, better, best approach to the marketplace, being able to offer the diversity of product and pricing to meet the market demand. You need that capacity.
Timothy Savageaux
Okay. Great. Appreciate that. And you mentioned Stereolabs, obviously, a big uptick here in the quarter. I know you had a target for calendar '26 revenue that you might have already hit. I wonder if you expect that type of elevated level of business to continue into Q4 at Stereolabs and whether you have an increased view of where you might be able to come in this year in terms of revenue?
Charles Pacala
Yes. I mean I think we're -- we gave guidance for the quarter for the company, $61 million to $64 million in expected revenue in Q4. And I think I'm incredibly happy with the performance from Stereolabs. I do think that there's just a fundamental shift in the demand for these types of camera products and Stereolabs is a leading brand in stereo camera and monocular camera products for these industries. So there's definitely a step change in demand versus if you look back a year or 2 in what the company was doing. So that holds. But when you get into the details of the ins and outs of each quarter, I think we're not going to go there.
Operator
Our next question comes from Casey Ryan from AmerX.
Unknown Analyst
Terrific quarter and update. I just had a few questions. I'm wondering about the life of sensors, particularly since maybe inception, have they performed and been more durable than you expected maybe initially, maybe these are internal estimates. But I'm curious as maybe the sensors move into more active environments like a robot in a warehouse that maybe blends into things or something, how you think about sort of the like life of the sensor may or may not change, I guess?
Charles Pacala
Yes, that's a great question, Casey. I think durability is one of the key differentiators for Ouster LiDARs. Many of our customers still learning what it takes to field reliable autonomy hardware in their environments. Humanoid robots turns out they fall down and they have incredible shock loads. And so -- and we see our customers kind of learning in real time about their own use cases. So -- but I think the summary here is that Ouster has separated itself on the LiDAR side with extraordinarily durable systems. I hear -- we have the internal data to prove it, but I also hear anecdotes all the time. Actually, I just heard one today.
There was a Beijing Robotics Olympics. And if you've seen any of the clips, the robots were slamming themselves into walls at the end of the 100-meter dash. And I got an anecdote today that the only thing that continued to work on one of the robots was the Ouster LiDAR on the winning robot after it crashed. So we get that kind of thing all the time, and it's we know why because we put in the years of effort to make these things ultra-reliable.
Unknown Analyst
Okay. That's great to hear. And then would that sort of be fair to sort of assign that the Stereolab, that sort of trait -- that sort of Ouster trait to those sensors as well?
Charles Pacala
Yes. I think that's one of the places where there's synergy. We have a lot of learning in those kind of use cases, and we're bringing that to bear into their engineering road map. It will trickle into everything that we do with them for the future.
Unknown Analyst
Okay. All right. Terrific. And then on REV8, I think there's a lot of excitement about the capabilities. Sort of globally, at least from our perspective, right, we've sort of bifurcated the sensor market sort of China and then ROW sort of ex China. But can the capability set start to let you win even if there is some price -- sort of a value price difference when customers start to think about how much value is sort of contained in the REV8 feature set?
Charles Pacala
Yes. I mean the -- yes, on the margin, absolutely. And actually, we have a business in China that we maintain. We have some great customers there today. And just anecdote, we were on the podium for the Beijing Robotics Olympics many, many times without sensors. So I think that -- but it's important to separate out the automotive industry in China from everything else. We really don't expect to be a player in the Chinese automotive market. But on -- in the other verticals, industrials and robotics, especially, we're a player today, and I expect to continue to be.
Kenneth Gianella
And we win head-to-head. I mean I'm answering your other question on the margin. Head-to-head, we have no problem going there because not only all the attributes that Angus listed earlier that people are choosing us for the longevity, the ruggedness, the differentiation with what we bring with the colorized LiDAR to bear, we actually get a premium on that for many of our customers because of the technological differentiation. But now you add in that we're getting the volumes and we can be competitive on a margin standpoint, too. So we have no problem taking the Chinese on head-to-head in Western markets.
Unknown Analyst
Okay. Good. That's actually a terrific answer. Both pieces of that are very encouraging. And then the last thing, a little philosophical, but Angus, you did just separate automotive from, say, robotics and humanoids. But from a selling to a customer and a solution sale, do those markets look that different forever long term in your mind? And maybe there's some connection to like the vision system software piece of this, but do you start to treat them the same? And like I'm thinking about Hyundai bought some Dynamics, they're building humanoids, they're building cars, Tesla is building humanoids building cars. Do those segments always stay separate because of what they want from you? Or do you think of them as being -- someday being the same segment, I guess?
Charles Pacala
It's an interesting question. I'm not sure I have an answer for you. But I would say today, the automotive customers are fundamentally different in how they behave, and we have a lot of them today versus everyone else. And I'm not sure that there's going to be much convergence there. There's 100 years of learnings in auto. that maybe don't all apply to the new industries in robotics.
Kenneth Gianella
But that said, we have a portfolio that is ready and willing to go meet that automotive segment. We have no problems participating within the robotaxi segment, especially with the new REV8 and the products that we have coming out. We are geared and ready when the automotive industry in the Western world is ready to go tackle that problem. We will be there for it.
Operator
[Operator Instructions]
Kenneth Gianella
If there's no additional questions, operator, we can turn it back.
Operator
Okay. Sounds good. I am showing no further questions at this time. I would now like to turn it back to Angus for closing remarks.
Charles Pacala
Alright. Well, thank you all for joining the call. We look forward to speaking with you again during our fourth quarter. Have a good day.
Operator
Thank you for your participation in today's conference. This does conclude the program, and you may now disconnect.
This article may include AI-generated content that is human-reviewed, which is for reference and general information purposes only and does not constitute investment advice.
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