

Doxel is heading to DCAC USA 2026 on August 24-26 at the Austin City Limits Live, Moody Theater. Come see us on “The Porch” on August 24th-26th.
Known as “The People’s Conference,” DCAC USA has become one of the most respected operator- and builder-focused gatherings in the data center industry. As a Gold Partner, Doxel will join data center owners, operators, engineers, contractors, and delivery leaders for candid discussions around the realities of building critical infrastructure at scale.
DCAC USA brings together the industry's top owners, developers, contractors, and technology innovators for three days of networking, collaboration, and conversations driving the future of mission-critical construction.
As AI infrastructure expands, project teams need better visibility and more reliable ways to deliver increasingly complex construction programs. Doxel's AI-powered Work-in-Place (WIP) tracking and schedule analytics provide an objective view of construction progress, helping teams identify risks earlier, improve coordination, and make faster, more informed decisions.re using AI to:

The next challenge in data center construction isn't building one project. It's building the next project more efficiently than the last.
Doxel is excited to attend the Data Center Investment Conference & Expo (DICE): South, where data center developers, owners, contractors, and technology leaders will explore the strategies shaping the next generation of AI infrastructure.
Texas continues to lead the nation's data center expansion, fueled by unprecedented AI demand and billions of dollars in new investment. Recent announcements include major financing for new Texas campuses and hundreds of planned projects across the state, reinforcing the region's position as one of the world's fastest-growing data center markets.
Delivery at Scale: How to Move From One-Off Wins to a Repeatable System

Panelists:
Location: Dallas, Texas
Dates: Wednesday, Aug 12-13, 2026
Event Page
As AI infrastructure expands from single facilities to multi-campus programs, contractors must deliver consistent results despite labor shortages and increasingly aggressive schedules. John Rewolinski will join industry leaders to discuss practical strategies for building repeatable delivery systems that improve project performance at scale.
Doxel's AI-powered Work-in-Place (WIP) tracking and schedule analytics give teams objective, real-time visibility into construction progress, helping them identify risks sooner, improve coordination, and make faster decisions.
Visit Doxel at DICE South to see how leading data center builders are using AI to:
Learn how Doxel is helping data center teams deliver faster, with greater confidence and consistency.


Doxel is heading to DCAC Europe 2026 on June 23–24 at The Roundhouse in London. See us on "The Balcony" during the event on June 24.
Known as “The People’s Conference,” DCAC Europe has become one of the most respected operator and builder-focused gatherings in the data center industry. The event brings together owners, operators, engineers, contractors, and delivery leaders for candid discussions around the realities of building critical infrastructure at scale.
Unlike larger corporate trade shows, DCAC Europe is intentionally designed around community, practical conversations, and operational insight. The event consistently attracts the people directly responsible for solving some of the industry’s most challenging problems.
“We are in the middle of the fastest industrial shift in human history — the 5th Industrial Revolution. AI, compute, power, labor, land, capital, and community trust are colliding in real time, yet the world still fundamentally misunderstands the sector making it all possible.
Data centers are not background infrastructure. They are the front line of the AI era. That disconnect is no longer just frustrating. It is actively dangerous.
Misconceptions around our industry are slowing workforce development, delaying policy clarity, impacting community trust, and creating friction across project execution and capital deployment. This year, DCAC is focused on confronting that narrative head-on.” - DCAC Team
DCAC Europe brings together the people responsible for building and operating some of the world’s most complex data center projects.
That is why Doxel continues to attend year after year.
The event creates valuable opportunities to connect directly with teams focused on improving construction performance, increasing schedule certainty, reducing risk, and delivering projects faster with greater predictability.
Doxel helps owners and contractors gain objective visibility and actionable insights into construction progress through AI-powered progress tracking. By comparing field conditions against BIM models and schedules, teams can identify risk earlier, improve coordination across trades, and make faster, more informed decisions.
Instead of relying on subjective updates or delayed reporting, project teams gain measurable visibility into actual production progress across the jobsite. This allows teams to understand what is truly complete, what is falling behind plan, and where intervention may be needed before delays compound.
On major projects, Doxel has helped teams move beyond subjective “rule of thumb” tracking toward objective production benchmarking and real-time operational insight.
This level of visibility becomes increasingly important on fast-moving data center projects where even small coordination issues can create cascading schedule impacts across multiple trades and work areas.

Representing Doxel at the event includes Faiz Alidina, Director of Sales, EMEA, Ken Denning, David Brody, Hamza Abukar, and Dom Pound-Palmieri.
Doxel will also participate in the networking and community events surrounding DCAC Europe, including the DCAC Charity Golf event on June 23 at Sudbury Golf Club.
If you are attending DCAC Europe 2026, connect with Doxel to learn how leading data center teams are improving visibility, predictability, and execution certainty across complex construction programs.
Event website: DCAC Europe 2026
Doxel’s computer vision-based progress tracking leverages AI to act as a digital surveyor that delivers insights and reporting in real time.
Now more than ever, construction companies are looking for ways to stand out from the competition—and that starts with staying on top of the latest technology that helps them build more efficient, profitable projects.
The future of construction technology will be a hybrid of artificial intelligence (AI) and machine learning working alongside the industry’s workforce.
But what does that mean?
Put more simply, artificial intelligence is the brain of the computer, and machine learning is the part of that brain that learns from data and makes informed decisions based on what it has learned.
Computer scientists have found a way to make the process of designing a building more efficient and accurate. By starting with the goals and parameters of a project, generative design is able to explore every possible iteration of a solution until it comes up with the best option.
This technology and its use has the potential to save architects and designers countless hours upfront—but it doesn’t replace the human touch completely. Once the optimal solution is found for the design of a building, a designer still needs to fine-tune the details and take it from there.
Robots are being utilized on construction projects to perform repetitive tasks (such as bricklaying) using AI to detect changes in conditions and maximize efficiency. While only a few robots have been added to the project ranks so far, it is expected that more of these AI-powered workers will be used as a method of streamlining productivity.
What’s our favorite robot in construction, you ask? Meet Spot: a robot dog created by Boston Dynamics used to carry image-capturing or laser scanning equipment that ventures where humans can’t. Spot’s ability to walk himself autonomously around a jobsite, including on uneven terrain, makes him a project’s best friend. Spot may not have AI infused into his DNA yet, but the future generations of Spot will incorporate AI for predictive and preventative analysis.
Milwaukee Tool first dabbled into the technology space with their wirelessly connected tools, but they’ve since enhanced their capabilities with AI to pinpoint the exact locations of where a tool was last seen. And they didn’t stop there—by adding algorithms and more advanced sensors to their tools, Milwaukee is able to combine the data of a motor drive with motor load information to make decisions on false trips.
It should come as no surprise that these technological concepts are being applied to the most important priority in construction: safety. Companies like NewMetrix have created an AI-powered solution to help predict (and prevent) safety incidents on projects.
By leveraging a construction-specific AI model, their platform can analyze existing data along with their proprietary program to provide actionable incident insights that have the power to keep workers safe.
While BIM has opened the door for 3D modeling of a project, it’s still nearly impossible to tell the progress or quality of a build without a human resource to manually sift through and analyze images. That is, until now.
Doxel’s computer vision-based progress tracking leverages AI to act as a digital surveyor that delivers insights and reporting in real time. It can automatically analyze visual data, measure installed quantities, and inspect quality for more than 75 different construction stages. This not only saves companies time, it also mitigates the risk of errors and delays that could become costly.
Putting the model in the hands of field teams every step of the way gives them immediate access to see where their efforts line up (or don’t) for the project.
Ever since the pandemic, QR codes have had a resurgence in society. When the world turned contactless, restaurants and businesses began leveraging QR codes for menus and signage. These small codes have since become a go-to for pulling up web pages quickly and conveniently.
As QR codes continue to become more prevalent, other industries have taken note and discovered ways to leverage them—and construction is no exception.
But before we get into that, let’s cover some basics.

The ‘QR’ in QR codes stands for Quick Response, which makes sense when you think about the way they work. By pointing a device’s camera at the code, a destination link is pulled up and can be accessed instantaneously.
While they may have become most popular after 2020, these codes are not a new technology. QR codes were first created in 1994 by the Japanese company and Toyota subsidiary Denso Wave as a more accurate way to track vehicles and parts during the manufacturing process. The original intention behind QR codes was to reinvent the barcode by making something that was easy to scan and could hold more data than the average barcode.
In a time where businesses needed to (and continue to) adapt, QR codes and smartphones have become a powerful duo to further streamline access to information.
It’s no secret the construction industry is facing some challenges. From labor shortages to supply chain, the circumstances have further shown the importance of operational excellence on a project. To help combat these challenges, maintain a high standard of execution, and minimize risks of mistakes, many construction companies have found technology to be the answer.
Can QR codes play a part in this? In our webinar Almost Done Isn’t Done, one Doxel customer shared his team’s innovative way of incorporating QR codes around the job site to bring everyone on the same page, faster.
By strategically placing QR codes around key points of the job site, all the contractors for the project are able to instantly access the corresponding models and plans needed. That way, when the contractor is getting ready for the install or build, they can simply scan the QR code to confirm what they need to accomplish.
Putting the model in the hands of field teams every step of the way gives them immediate access to see where their efforts line up (or don’t) for the project. This makes it easy to ensure accuracy while progress is being made versus waiting until it’s too late.
How do companies make their own custom QR codes? Here’s a handful of solutions to consider:
While this technology is helpful enough on its own, the destination of the QR code is what can really make the difference on a project’s path to operational excellence.
Let’s talk about what happens when laser scanning and real-time progress tracking join the party.
Doxel’s AI-powered tool automatically maps and overlays 360-degree video to the BIM and 3D models. The split view allows teams to quickly understand what’s in progress and what’s done, along with the quality of installed systems.
Site progress is automatically quantified and visualized and can be differentiated by trade to compare what’s there to what should be—and as a result everyone is objectively aligned on true progress.
Imagine all this at the touch of a button, a scan of a code. With the convenient access of QR codes connected directly to Doxel, field teams can better (and more instantly) answer two of a project’s biggest questions:
Are things where they are supposed to be?
Are we on schedule?
By having the color-coded, easy to understand analysis of progress just a QR code scan away, project teams can be more proactive and accurate in their work.
If you’re ready to take your project models to another level, schedule a demo of Doxel today.
Work In Progress reports provide accurate progress data that project teams can trust across the entire site.
Construction is a unique industry in many ways, one of which being the flow of cash and accounting process for projects. Whereas many industries have straightforward transactions and payments, construction costs tend to be more complex and nuanced—which makes it more difficult to stay on top of a budget with money constantly going out and coming in.
From estimation and bidding to delays and change orders, there are many stages and factors that go into determining the cost (and profits) of a project.
How can companies know if they’re on schedule and under budget before the project closes? Work in progress is the answer.
A work in progress (or, WIP) schedule is a detailed report that shows the percentage of progress completed on a project—and takes into account any work that’s in progress in relation to budget and profitability. Below are four reasons WIP Reporting is essential on every project!
When it comes to a project’s progress, communication is critical. Without clear, real-time communication, project teams waste valuable time meeting to discuss and determine where a project stands. Progress can also be misrepresented or miscalculated, which directly impacts the budget and schedule of a project. With so many moving parts to balance, construction companies can’t afford to make mistakes due to miscommunication.
WIP reports provide accurate progress data that project teams can trust across the entire site. This reduces any subjectivity throughout the building process and gives everyone one source of truth to work from.
Many contractors choose to implement progress payments, which means the project is billed based on certain percentages of completion as they’re reached instead of waiting until the end of a job. Combine progress payments with inaccurate progress reporting, and the project can very quickly become overbilled (revenue billed exceeds the work completed) or underbilled (work completed exceeds what’s been billed).
WIP tracking provides the exact progress percentage of work completed to create a shared understanding and accountability for project costs accrued so far—and can help shed light on any discrepancies in the budget to prevent future cash-flow problems. This is especially helpful for those project managers who like to ‘guesstimate’ based on a gut feeling, then try to do the math later to even it out.
Hindsight may be 20/20, but it won’t keep your project profitable. A problem is much harder to fix after it’s already happened. While discussing what went wrong at the end may help your next project, the power to be able to notice and act in real time is invaluable. Project teams need to be able to spot potential problems as early as humanly possible to minimize the impact and keep everything on track.
That’s where work in progress tracking comes in—it’s in the name. Using technology that quantifies progress all the way down to the subcomponent level allows stakeholders to catch an issue and course correct as soon as (if not before) it happens. This prevents mistakes from becoming costly and provides insight for better business decisions in the future.
While catching issues early on is one thing, being able to predict a project’s future is another. With the right AI-powered progress tracking, companies can track project performance for deviations from plan and forecast a more accurate estimate at completion.
Knowing where your project is heading before you get there means you can plan accordingly and get ahead of costly trends. WIP tracking data gives project teams the ability to confidently manage the schedule and predict delays.
At the end of the day, work in progress reports give a true and accurate view of the financial health of a project. However, they require accurate project progress data to be effective.
Companies that leverage technology with AI-powered progress tracking can truly reap the benefits of WIP reports—and ultimately keep their projects on track and profitable.
By letting the AI automatically analyze visual data, construction companies are able to measure installed quantities and inspect quality—without having to sift through data or manually record the entire jobsite.
Construction—an industry that’s been around for nearly as long as civilization—is long overdue for a change in the tools used to build the world. While technology has become more and more common on a jobsite, most of it has been focused on taking companies from pen and paper to digital data and drawings. This is a step forward, but still requires a significant amount of manual effort and calculations to be effective. One tool alone may not completely transform an industry, but the right technology in combination could unlock the secret to more profitable and productive projects. That’s where machine learning comes in.
When you hear the term “machine learning” or “AI” (artificial intelligence), your mind probably goes straight to what you’ve seen in movies and television. While there isn’t a terminator on a jobsite (yet), construction companies are beginning to leverage an entirely new generation of technology to further reduce manual effort and increase visibility and insights.
A lot of the existing construction technology leverages visualization software to overlay captured data onto a 3D design. While this helps add an extra layer of visibility, it won’t tell you much more about true progress without someone having to look through every photo and laser scan. When given the choice, most jobsite managers would rather walk around and measure progress manually than spend even more hours doing it on the computer.
Computer vision-based progress tracking takes it one step further. By letting the AI automatically analyze visual data, construction companies are able to measure installed quantities and inspect quality—without having to sift through data or manually record the entire jobsite. What used to take someone hours is now an automated, real-time progress and quality report they can access anytime.
Imagine being able to automatically track more than 75 different construction stages and generate progress, down to the materials installed, and all it takes is a 360° camera, BIM, and AI-powered platform.
This automated progress tracking isn’t just for the project teams. Traditionally, if an owner wants a project update, they either have to physically come to the jobsite or rely on the reporting of project managers and subcontractors. This reporting takes valuable time, and is often incomplete and delayed (or missing entirely) depending on how busy the team is.
AI platforms take the burden off of project teams by enabling them to capture more detailed data, faster. Artificial intelligence can essentially act as a digital surveyor to capture hundreds of thousands of square feet on a project every week—freeing field crews up to focus on making progress, not reporting on it. Those uncomfortable OAC and weekly trade coordination meetings where progress isn’t clearly measured or communicated can quickly become a thing of the past.
Real-time project visibility allows companies to spot potential issues or overruns faster, and gives them enough time to make changes before it’s too late.
In construction, the four biggest factors to a project’s success are time, money, quality, and productivity. The right balance of these factors could mean the difference between coming in on time, under budget and losing money on a project. The increased visibility and reporting that AI-based software gives managers can directly translate to real-time feedback on schedule, budget, and quality.
Machine learning provides companies objective schedule and cost budget analysis to ensure everything is progressing to plan, and can prevent costly rework or delays. It isn’t enough to be able to see what’s happening as it happens—companies need to be able to look into the future of a project using predictive forecasts, too (another AI specialty).
Real-time feedback and insights have the power to take construction companies to a new level of project success. Machine learning isn’t about replacing people with machines. It’s about leveraging automated, artificial intelligence to increase productivity and visibility so teams can make better business decisions, faster.
Achieving success in healthcare construction projects requires a focus on transparency, risk management, and benchmarking. By leveraging near real-time data and advanced technology, stakeholders can ensure project efficiency, mitigate risks, and deliver high-quality outcomes within expected timelines.
Healthcare projects are not typical commercial construction. Aside from the complexity and cost, healthcare carries a higher level of risk and liability with patient care depending on the outcome of the project. With more at stake, accuracy and predictable outcomes are paramount to the success of the project.
At the foundation, there are three pillars to success for any healthcare project: transparency, risk management, and benchmarking.
Let’s take a look at each of these pillars—and at how automated progress tracking can help companies meet these requirements to help teams complete projects on time and under budget.
Transparency between owners, general contractors, and subcontractors is critical in hospital construction because it ensures every step of the way that the project is following the schedule, budget, and required quality standards.
Clear communication and the sharing of real-time information makes it easier to identify and resolve any issues that may arise during the construction process, which can prevent delays and cost overruns.
Additionally, proper transparency makes sure all parties are working towards the same goals and that everyone is aware of the project’s progress and any necessary changes. In the case of hospital construction, it’s important that transparency is maintained to ensure the safety and well-being of the patients, staff, and visitors—both during construction and after it’s completed.
How can construction companies improve transparency among all stakeholders? Here are five processes that can help.
Due to the costs and complexity of healthcare projects, it is crucial to mitigate risk to ensure safety, quality, and compliance. Risk is inevitable in construction, but there are steps you can take to reduce and ensure better outcomes for your projects.
By following these steps, healthcare construction projects can manage risk and improve outcomes. Even better, there’s technology that alleviates the manual component to many (if not all) of the steps needed to mitigate risk.
By pairing 360-degree video capture with AI-powered progress tracking, teams are able to objectively measure progress of work in place with every data capture, every week. This provides healthcare construction projects with real-time information on the progress and quality of what’s been completed.
Automated progress tracking is the best way to bridge everything together to keep project teams on the same page and catch potential issues faster with enough time to fix them—ultimately preventing delays and unnecessary overruns. This greater degree of transparency and accountability helps to ensure that all parties are meeting their obligations and building to the required standard of the project.
Benchmarking in healthcare construction provides a way to measure and compare the performance of different projects. Leveraging benchmarks helps to identify best practices and areas for improvement, which can be used to set goals and targets for future projects. Benchmarking can also reveal trends and patterns across projects to identify any potential risks and opportunities earlier on.
Healthcare construction benchmarking can inform decision making and contribute to the success or failure of a project. For benchmarking to be most impactful, project progress should be collected in a standardized and repeatable way. Implementing an automated way to analyze project progress in real time helps save time and ensure meaningful insights—ultimately leading to more predictable outcomes, as well as improved quality, cost, and schedule performance.
Automated progress tracking works to streamline the three pillars for project success by providing objective information and greater visibility into the project’s progress. Between project teams and stakeholders, everyone is able to be more closely involved to make more informed decisions faster.
With all parties working towards the same goals, everyone is aware of the objective progress metrics as well as any changes needed. With the right solution in place, teams can increase efficiency, decrease risk, and save valuable time and resources.
Not sure where to get started? Click here to learn more about Doxel’s digital surveyor and analytic tools for healthcare construction today.
Ezra Klein rings the alarm that the $1.6 trillion U.S. construction industry has not shared the productivity gains of other industries. After two decades into a career focused on bringing productivity gains to construction, Reid Senescu, Vice President of Product at Doxel.ai has an idea that can alter this trend.
In his February 5, 2023 opinion piece in the New York Times, Ezra Klein rings the alarm that the $1.6 trillion U.S. construction industry has not shared the productivity gains of other industries. He cites Goolsbee and Syverson’s paper “The Strange and Awful Path of Productivity in the US Construction Sector,” which explains that construction productivity has decreased since 1950 while manufacturing productivity, for example, has increased ninefold. I appreciate Mr. Klein’s alarm as well as his humility in admitting he has no idea how we get construction productivity rising again. Two decades into a career focused on bringing productivity gains to construction, I do have an idea.

But before I get to my idea, let’s consider Mr. Klein’s prime culprit – regulatory “paperwork, and paperwork, and more paperwork.” No doubt regulation impacts construction productivity; regulation impacts most industries. While Syverson’s paper does not provide data connecting productivity declines to increased regulation, it does note that the construction industry invested 46 percent less in R&D and software purchases compared to the broader economy in 2020. And, a separate paper by Syverson, “The Slowdown in Manufacturing Productivity Growth,” (my fellow construction colleagues will take solace in knowing we are not alone in facing Syverson’s economic scrutiny) explains that information technologies (IT) were the main driver for productivity gains in manufacturing from 1994 to 2005.
Why did IT so dramatically impact manufacturing, but not construction? In both construction and manufacturing, IT can improve productivity once information about the real world is transformed into data. Consider an assembly line producing widgets. The assembly line has sensors that send data to machines to respond in real time and to plant managers who learn of bottlenecks and continuously improve the assembly line. This investment in sensors produces the data that powers IT and drives productivity increases.
Applying IT to construction is not so easy. While a factory produces millions of widgets, a construction project is the assembly of millions of different components to produce only a single facility. A single sensor cannot automatically monitor the installation of thousands of square feet of walls or linear feet of ductwork. And that limitation means that IT is starved of data that would help construction workers and managers gain insights to continuously improve their processes. Thus, until recently, investment in IT has been limited to the design phase and certain aspects of construction administration. Yet, labor is the greatest cost on any project in the U.S. And, IT has had virtually no impact on the productivity of that skilled craftworker laying a brick or welding a beam to a column.

But, that reality is changing. With artificial intelligence (AI) and computer vision, leading builders are transforming 360 video into near real-time measurements of construction processes. This near real-time reality capture of the construction site acts like sensors in a factory, feeding IT with data that empowers project teams to increase productivity. For example, a construction superintendent constructing a retirement community recently used this automated progress tracking technology to identify that a certain duct installation activity was not yet complete on the 3rd floor. Ceilings were set to be installed the next day. Without this insight from technology, the unfinished ductwork would have been covered up by the ceiling trade partner. And, when they later discovered the oversight, they would have had to rip open the ceiling. That rework would have put a big dent in their productivity. Instead, the AI-powered IT indicated the ductwork was not 100% complete. Augmented with this information, the superintendent applied his expertise in coordinating trades to get the ducts installed right away to avoid the rework. And, the general contractor and retirement community owner no longer had to explain to residents why they were going to be moving in two weeks late.
This technology is new; we only began building it in 2015. But we’re seeing results. At Doxel, we’ve created automated progress tracking for construction that reduces time spent manually tracking progress by 95%. This automation creates data that is now fueling productivity gains from IT just like in manufacturing. And, it gets data to decision makers 5x – 10x faster, which gives 5x – 10x the opportunities to unlock the full potential of construction teams to accelerate schedules and deliver projects under budget. We’re not alone in augmenting construction team expertise with AI; companies such as Procore, Autodesk, Oracle, Dusty, Rhumbix and dozens of others have built technology that makes construction easier for millions of workers every day. And, forward looking facility owners are hungry to adopt solutions that reduce their risk and make the job easier for superintendents and trade partners, because they know the investment will translate to projects that are on time and on budget.

Of course, an industry’s health depends on more than a single metric. Construction provides nearly 11 million jobs in the U.S., including many high paying roles that do not require a college degree. They are rewarding jobs that contribute to society. But, the work is not easy. It frequently requires complex problem solving or complex physical skills. These are great jobs, partially because they can’t be easily automated to increase productivity. Still, productivity is an important metric not just for economists, but because it tends to correlate with the industry’s per capita income. According to Syverson, construction pay could be 10% higher if the industry’s productivity gains tracked the economy as a whole. Society needs construction to be easier, too. As we face challenges supplying healthcare, delivering energy, and investing in infrastructure, construction will either be a bottleneck to change or it will be a catalyst to change. AI augments the experience and skills of construction teams, so they have better data and tools and owners have the confidence to invest in projects that solve society’s 21st Century challenges.
Written by Reid Senescu, California Licensed Professional Engineer and PhD in Civil and Environmental Engineering from Stanford University. He is the Vice President of Product at Doxel.ai in Menlo Park, California. His research focused on how technology can improve construction team collaboration. At Doxel.ai, his products use computer vision to help teams collaborate and deliver projects on time and on budget.
Doxel’s AI technology enables Oracle’s customers to have real-time, objective visibility into their schedule performance
Doxel, an AI-based construction technology solution that enables proactive risk mitigation of projects and portfolios, announced its integration with Oracle’s Primavera P6 Enterprise Project Portfolio Management (EPPM), the solution for globally prioritizing, planning, managing, and executing projects, programs, and portfolios.
The Doxel and Oracle integration will enable customers to track construction progress continuously and automatically against their Oracle Primavera P6 schedules. Unlike manual methods of progress reporting that can be subjective or delayed, Doxel’s AI technology enables Oracle’s customers always to have real-time, objective visibility into their schedule performance.
Proactive mitigation of delays and identification of opportunities to accelerate construction—enabling customers to deliver their projects faster while collecting valuable benchmark data for future planning in Oracle Primavera P6 EPPM.
“This integration with Primavera P6 is by popular demand from our mutual customers, and we couldn’t be more excited,” says Saurabh Ladha, chief executive officer of Doxel. “Nearly 100% of our customers use Primavera P6 for scheduling, and this unification of workflows will supercharge our customers’ abilities to manage their projects and portfolios proactively.”
Doxel, based in Menlo Park, California, has built a widely adopted platform that applies AI and computer vision technology to 360-degree video of construction sites and measures progress in a granular, real-time, and automated fashion, and then contextualizes actual progress against Primavera P6 EPPM plans.
Through Doxel’s cloud-based dashboard, customers can instantly see where they’re ahead and behind, informing their decisions with data that can always be trusted and delivered in time for proactive actions that ultimately land projects on schedule and budget.
“We see project teams use Doxel AI and Primavera P6 side by side in construction trailers. P6 is an amazingly powerful scheduling and planning tool and requires information from the field that can accurately, objectively, and with higher frequency measure and constantly update progress. Because if you don’t have high-quality data feeding into it, its value diminishes exponentially,” says Garrick Ballantine, Doxel’s chief revenue officer.
He adds, “General contractors and owners use the combination of P6 and Doxel to objectively partner with their trade partners on a week-to-week basis, bringing the field and office on the same page with our cloud-based visual dashboard and to make payment decisions on billions of dollars’ worth of construction nationally. This integration has happened because the industry demanded it.”
Frank Malangone, Oracle’s executive director of innovation and industry strategy, said, “Our customers continue to look for ways to objectively and accurately measure progress to update the schedule for reliable insights. This connection between Primavera P6 and Doxel speeds up this process without constantly having to be at the job site and improves communication and coordination between the office and the field.”
This article original appeared on Oracle’s blog.
By providing accurate and automated cost budget analysis, companies are able to better understand their project and where it stands against the budget.
With inflation and rising cost of materials, it’s critical for healthcare companies to keep construction projects on schedule and within budget. Here are 4 ways to help verify your construction billing and keep your project on budget.
Automated construction progress tracking provides an objective view into exactly where the project stands, which can help mitigate contractors overbilling for a higher percentage of completion. Companies that use a single source of truth for progress tracking (like Doxel) can reduce monthly bills by up to 10%.
With money still left on the table, contractors will be more motivated to finish the job so they can get paid.
Change orders are inevitable—but transparency around them should be, too. Before a major healthcare provider started working with Doxel, they estimated 4% of their total spend was caused by inaccurate progress tracking. These additional COs are passed onto the healthcare company, and are avoidable with the right solution in place.
Leveraging AI-powered progress tracking takes the mystery out of CO estimates. While using Doxel, one healthcare company found their typical change order estimates were inflated by at least 10%. That money is going out the door, and eventually it will add up. With more accurate project tracking, companies can more accurately pinpoint where change orders should be and reduce unnecessary spend.
Due to the unpredictability of material requirements, HealthTrust Contracts run the risk of being underutilized, and healthcare companies miss out on potential rebates and discounts offered. Doxel helps drive 100% contract utilization with more accurate, objective, and standardized measurement of materials installed across projects—which in turn allows more materials purchased through HealthTrust and greater financial savings.
For one Doxel healthcare customer, that meant the ability to purchase 10% more through HealthTrust, and the savings added up to a whopping $18.56M annually through discounts and rebates on materials.
Time is money. When a project’s progress is manually tracked, the process itself to collect and report on the data takes valuable time away from contractors and field teams. What used to take 60+ hours of manpower a week to manually assess progress now takes a mere 3 hours per week using an automated solution like Doxel. All that time can now be focused on safety, quality control, and coordination of trade partners.
See why healthcare companies (and contractors) choose Doxel
Doxel’s image recognition gives healthcare facilities objective progress data and real-time insight into materials installed. With automated project tracking, everyone wins—contractors spend less time counting and reporting, and healthcare companies have better control over project costs and governance.
Healthcare facilities using Doxel are delivered earlier with increased safety, less expense, and higher quality. To learn more about how they do it, schedule a demo today.
Doxel is proving that transforming an industry starts with the people behind it.
Doxel has been recognized by Forbes as one of America’s Best Startup Employers, highlighting the company’s rapid growth, strong culture, and commitment to developing talent in construction technology.

The annual Forbes ranking evaluates thousands of startup companies across the United States based on employer reputation, employee satisfaction, and growth. The recognition reflects the impact Doxel has built not only in transforming construction productivity but also in creating a workplace where employees can build meaningful careers.
You can see the full list here.
Doxel develops AI-powered construction progress tracking technology that helps owners and contractors deliver projects faster and with greater certainty. By automatically capturing jobsite data and comparing it to BIM models and project schedules, the platform provides objective visibility into construction progress and productivity.
The system helps teams eliminate manual reporting, gain objective insights, and make faster decisions across complex construction projects.
For Saurabh Ladha, CEO and Founder of Doxel, the Forbes recognition reflects years of commitment to both innovation and people.
“Our mission has always been to transform how the world builds. That requires not only great technology, but great people. Being recognized by Forbes as one of America’s Best Startup Employers is a testament to the incredible team we have built at Doxel.” - Saurabh Ladha, CEO and Founder of Doxel
Ladha added that solving construction’s productivity challenges requires long-term thinking and strong collaboration across engineering, product, and customer success teams.

Employee satisfaction has played a major role in Doxel’s recognition.
The company currently maintains a Glassdoor rating of approximately 4.1 out of 5, reflecting strong employee feedback on leadership, culture, and career opportunities.
Many employees highlight the opportunity to grow quickly within the organization and take on new responsibilities as the company scales.
“If you’re looking for a fast-growing company that genuinely supports career progression, values its people, and maintains a strong culture as it scales, Doxel is a great place to be,” said one account team member.
Another employee noted that Doxel’s leadership actively supports internal promotions and professional development.
“The career advancement opportunity has been great! I've been given several opportunities to be promoted to higher leadership roles over the past few years.”
Construction remains one of the world’s largest industries, yet productivity has stagnated for decades. According to research from McKinsey, construction productivity grew only 0.4% annually between 2000 and 2022, far behind gains in manufacturing and the broader economy.
Doxel’s technology addresses this challenge by providing automated, objective progress tracking across construction sites. The platform scans projects, compares actual progress against plans, and helps teams identify schedule risks earlier.
Companies using Doxel gain:
These insights allow project teams to make faster decisions and keep complex projects on track.
For Doxel employees across engineering, AI research, and customer success, the opportunity to solve real problems in construction has become a major motivator.
“We’re not just building software,” said Reid Senescu, Sr. Vice President of Product, Marketing, and Customer Success. “We’re helping an industry that builds hospitals, data centers, and infrastructure deliver projects faster and with more certainty.”
That mission has helped Doxel attract talent from both technology and construction backgrounds, creating a team with deep expertise across AI, robotics, and capital project delivery.
The Forbes recognition highlights Doxel’s momentum as the company continues expanding its technology platform and customer base across major global construction projects.
For Ladha, the award reflects the culture the company intends to preserve as it grows.
“Our goal is to build a company where talented people can do the best work of their careers while solving meaningful challenges for the construction industry.”
- Saurabh Ladha, CEO and Founder of Doxel

How AI progress tracking gives superintendents a signal weeks before a delay becomes a crisis
LCI Conference 2025 · Reid Senescu, Doxel & Mike Miller, DPR Construction
Every superintendent knows the feeling: a trade partner reports they're on track, the schedule says green, and then, one week before a milestone, the reality hits. The work isn't there. The cascade starts. The conversations get harder.
The problem isn't that anyone is lying. The problem is that construction progress has always been measured the same way: someone walks around, someone asks, someone estimates. By the time a deviation surfaces through normal reporting channels, weeks have passed, and the cost of recovering has multiplied.
Data-driven construction executives are disciplined in leveraging technology and processes to capture crucial information about their projects. At LCI Conference 2025, DPR Project Executive Mike Miller described how automated progress tracking changed that dynamic on his hyperscale data center project, starting with a piping trade partner whose slip he could see forming in real time.
Starting in December, Doxel's computer vision system began showing a divergence between the piping trade's actual installed quantities and their planned schedule. Not a dramatic gap at first. Just a signal.
Under traditional reporting, that gap might not have surfaced until a formal schedule update meeting or until it cascaded into delayed downstream trades. With automated tracking, Mike could see it forming week by week, grounded in automated progress tracking rather than self-reporting.
"As a leader, you only have so much time to focus on certain things. I can't focus on everything all the time. I can see who's on plan and I can focus where we have the risk."— Mike Miller, Project Executive, DPR Construction
What followed was a textbook plan-do-check-act (PDCA) loop. The trade was brought to the table. The data was shared. Initially, there was resistance — new tools, new data, trust takes time. But by year-end, the team accepted the picture and decided to add resources. Check the result. Adjust again if needed.
Mike called it "bread and butter." The system is working exactly as it should.

KEY INSIGHT Early detection gives leadership the visibility to have the right conversation at the right time.
The lean parallel is direct. In manufacturing, the Andon cord's value isn't the cord itself; it's the organizational culture that responds to it. Doxel's computer vision functions as a continuous Andon cord across the entire job site, flagging deviations the moment they're detectable, not weeks later when they've compounded.
Reid Senescu, Head of Product at Doxel, described the underlying principle: construction sites have historically lacked the sensor layer that lean manufacturing has always relied on. No factory would operate without real-time feedback on production output. Yet construction, which is far more complex and expensive, has run primarily on estimates and walking the site.
The system takes three inputs:
Computer vision compares the scan against the BIM to determine what has been physically installed at the component level across all trades and at every stage of construction. A large language model ties the schedule to the BIM, producing a real-time 4D view of the actual project state versus the planned state.
The result: trade and project-level progress data grounded in physical observation rather than self-reporting, updated at least weekly, with no additional engineering work required for onboarding.
Doxel has captured over 3 billion square feet of construction. That dataset powers the "rules of credit" — weighted effort models that let the system aggregate component-level data up to an accurate project percent complete.
What This Means for Owners and GCs
For owners, the implication of this story is straightforward: the capability exists to monitor capital investments in construction with the same rigor applied to financial data, inventory, or operational metrics. Requiring automated progress tracking in the RFP: specifying that it must cover all visible trades and at least 80 stages of construction is the most direct way to ensure this capability is on every project.
For GCs like DPR, the story is about competitive differentiation. The teams that build trust in objective data and act on it early catch problems before they cascade. They spend less on rework and recover faster.
The Andon cord is finally available for job sites. The question is how quickly the team can respond when it sounds.
Lean isn’t just a principle — it’s how Doxel is pushing the industry forward. That’s why we’re excited to join the 2025 LCI Congress in Arlington, Texas.
Doxel is proud to sponsor the 27th Annual LCI Congress in Arlington, TX, October 20–24, 2025. Visit Booth #214 to see how we help teams pioneer Lean progress with real-time, AI-powered insights.
📅 October 20–24, 2025
📍 Arlington, Texas
📍 Doxel Booth #214
🔗 Join us at LCI Congress
The Lean Construction Institute (LCI) is celebrating its 27th Annual Congress in Arlington, Texas, bringing together leaders from across the AEC industry for a week of education, networking, and Lean discovery. This event is recognized as the premier gathering for advancing Lean design and construction practices, where owners, designers, trade partners, and contractors come together to share knowledge and transform the way projects are delivered.
With the theme of pioneering progress through education, networking, and Lean discovery, LCI Congress offers attendees the opportunity to:
At Doxel, we believe Lean principles are more than a framework—they are the foundation for building certainty into every project. Our AI-powered progress tracking platform provides the objective, real-time insights teams need to eliminate waste, optimize resources, and stay ahead of schedule.
By combining computer vision with automated benchmarking, Doxel helps owners and builders align field reality with Lean schedules, creating a living plan that adjusts based on actual progress. This empowers teams to:
We are proud to sponsor LCI Congress 2025 and showcase how our platform helps advance Lean construction practices. If you’re attending, visit us at Booth #214 to see how Doxel enables real-time observability and creates confidence in delivering projects faster and more reliably.

Learn more about the event and register here: LCI Congress 2025

Meet Doxel at Procore Groundbreak 2025 in Houston, Oct 14–16. See how AI-powered insights drive faster, more predictable project delivery. Booth 233.
Groundbreak brings together global leaders and industry experts who are setting a new standard for construction. This October, join Doxel in Houston, TX for Procore Groundbreak 2025 as we connect with innovators, problem-solvers, and visionaries driving our industry forward with cutting-edge solutions and breakthrough technologies.
📅 October 14–16, 2025
📍 Houston, TX
🟨 Visit Doxel at Booth 233
Procore Groundbreak has become the go-to event for forward-thinking builders, owners, and technology partners. Attendees gain direct access to:
This is where the conversations that define construction’s future are happening.
Doxel helps owners, general contractors, and trade partners gain certainty in complex projects with tools that fit the way each role works.
By stopping at our booth, you’ll see how Doxel empowers every stakeholder—from the boardroom to the jobsite—to deliver projects faster, safer, and with greater confidence.
Don’t miss your chance to see the technologies shaping tomorrow. Visit Doxel at Booth 233 at Groundbreak 2025. We look forward to building the future together in Houston.
Join Doxel at DCAC Austin 2025 to explore the dawn of the data center gold rush and how AI-powered progress tracking helps deliver certainty at speed and scale.
Austin, Texas | September 16–18, 2025 | Hyatt Place Austin Downtown
The data center market is entering a new era of unprecedented demand, and nowhere is that more evident than at DCAC Austin 2025. Known as one of the most forward-looking data center conferences in the U.S., DCAC brings together visionaries, builders, and operators to explore how this gold rush moment is reshaping the digital economy.
This year’s theme, “The Dawn of the Data Center Gold Rush,” highlights the wave of new opportunities driven by AI, hyperscale growth, and global infrastructure investment. Developers, contractors, and owners are under pressure to deliver projects at speed and scale while navigating power, land, and supply chain constraints.
Austin and the broader Central Texas region are witnessing explosive growth in data center development:
As a sponsor of DCAC Austin 2025, Doxel is proud to support the industry at this pivotal moment. Our AI-powered progress tracking platform provides owners and contractors with real-time visibility into construction performance, helping teams avoid delays, manage costs, and deliver certainty when it matters most.
In a gold‑rush environment where land, labor, and timelines are stretched thin, Doxel helps building teams deliver on time.
We’re excited to connect with owners, developers, and general contractors at DCAC Austin 2025. This is your chance to see firsthand how technology and innovation are redefining data center construction.
📍 Event: DCAC Austin 2025
📅 Date: September 16–18, 2025
📍 Location: Hyatt Place Austin Downtown
Whether you’re exploring new projects or scaling delivery capacity, Doxel is here to help you capture the opportunities of this historic moment for the data center industry.
Learn more about the event and register here.
Doxel now supports the Insta360 X5, a rugged, jobsite-ready camera with long battery life and heat resilience, delivering sharper captures and stronger AI progress tracking.
At Doxel, we know construction doesn’t happen in perfect conditions. That’s why we’re excited to announce full support for the integration of the Insta360 X5 camera with Doxel’s autonomous progress-tracking platform.
The X5 isn’t just a sharper video, it’s a jobsite-ready tool engineered to capture in tough conditions and keep projects on track. And when paired with Doxel, it transforms field capture into reliable, AI-driven progress data you can trust.
The Insta360 X5 elevates what’s possible in jobsite documentation:
With X5 integrated into Doxel’s AI platform, contractors gain:
Every missed capture or overheated camera adds risk. With Doxel + Insta360 X5, project teams gain a durable, data-reliable workflow designed to perform where construction actually happens: in the field, in the dust, in the heat and the cold.
Ready to see the X5 in action? Explore how Doxel and Insta360 X5 keep projects on schedule and under control.
Learn more about the Insta360 X5
See how Doxel powers AI progress tracking
The collaboration will use Doxel computer vision to automatically track construction progress to keep projects on schedule and on budget.
[Menlo Park, California] – [8/12/25] – Doxel, the leader in AI-powered progress tracking for construction, is proud to announce an enterprise agreement with Stream Data Centers, a leader in premium, hyperscale-ready colocation and build-to-suit data center development. This partnership reflects Stream Data Centers’ unwavering commitment to collaborating with customers and communities, empowering teams to deliver secure, reliable, and sustainable data center solutions.
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By integrating Doxel's industry-leading computer vision technology into its workflows, Stream gains real-time, objective insights into project progress. “Doxel’s AI-powered progress tracking is an innovative solution to our team’s need for near real-time data on our construction sites. Doxel helps paint an objective picture for our entire project team, so we can all work together to identify and address challenges quickly, before they grow into material impacts to budget or schedule,” said Tejo Pydipati, SVP Design & Construction at Stream.
Doxel's AI-powered progress tracking captures, analyzes, and visualizes construction progress, turning photos into insights. This data-driven approach:
Doxel CEO and Founder, Saurabh Ladha, stated, "We are thrilled to partner with Stream Data Centers in helping them deliver projects on time and on budget. With Stream’s enterprise-wide adoption of Doxel, we are setting a new standard for project speed and performance. This rapid construction is critical in supporting global investment in Artificial Intelligence."
About Doxel | Doxel.ai is transforming construction management with AI-powered progress tracking. By providing real-time, data-driven insights, Doxel speeds up construction by empowering construction firms to deliver projects with greater efficiency, accuracy, and control.
About Stream Data Centers | Stream Data Centers (streamdatacenters.com) is headquartered in Dallas, Texas and is the technical real estate affiliate of Stream Realty Partners, a full service commercial real estate investment, development and services company with 1,550+ professionals in 20 core markets, and $8.9 billion in annual transactions.
Media Contact:
Shankar Bellam
Doxel
shankar@doxel.ai
Doxel heads to Denver on August 21 for DICE Rockies, where our VP of Mission Critical, Daniel Cheney, discusses Accelerating Development: Balancing Total Cost of Ownership and Speed to Market.
August 21, 2025 | Denver, CO
Event: DICE Rockies – Data Center Investment Conference & Expo
Doxel is heading to Denver for DICE Rockies 2025, the leading event for those tracking the explosive growth of the region’s data center market. As AI demand accelerates and power constraints grow tighter, developers and contractors are facing new challenges in site selection, cooling, and operational resiliency.
This year, our VP of Mission Critical, Daniel Cheney, will take the stage with practical insights on what it takes to deliver large-scale projects when every day and every dollar counts.

In this session, Daniel will share lessons from the field on how to move quickly without sacrificing control. He’ll dive into how owners and builders are optimizing schedules and budgets using real-time progress tracking, especially in high-stakes environments like the Rockies.
Doxel’s AI-powered visibility platform helps teams spot issues early, make informed decisions, and stay on track through every phase of construction.
At DICE Rockies, we’re looking forward to deeper conversations on:
These are the questions defining where and how mission critical projects move forward. With better field visibility, teams can respond faster, make smarter trade-offs, and deliver with confidence.
Let’s connect in Denver and talk about how AI can help you build with speed, certainty, and control.