
From June 2–4, Doxel will join thousands of leaders across the global data center ecosystem at the 2026 Datacloud Global Congress (DGC) 2026 in Cannes, France.
Held at the iconic Palais des Festivals et des Congrès, Datacloud Cannes brings together hyperscalers, developers, investors, operators, and construction leaders shaping the future of AI infrastructure and digital capacity expansion.
With more than 6,000 attendees expected, this year’s event arrives at a critical moment for the industry. AI demand continues to accelerate the construction of data centers globally, while labor shortages, power constraints, and schedule pressures continue to intensify.
As a Silver Sponsor, Doxel will be exhibiting at Booth #317 with full EMEA sales, product, and customer coverage on site, including participation in the event’s pre-conference cycling activities.
The conversations at DGC align directly with the challenges Doxel helps solve every day on large-scale projects.
Across the industry, owners and builders face mounting pressure to deliver complex facilities faster while maintaining quality and reducing risk. At the same time, construction productivity continues to lag behind other industries despite increasing project complexity and demand. For data center teams building hyperscale campuses and AI infrastructure, delays and missed coordination windows can quickly create cascading schedule impacts.
That is why objective, real-time construction visibility has become increasingly important.
Throughout Cannes, Doxel will showcase how leading owners and contractors are using AI-powered progress tracking to improve schedule certainty, benchmark production, and reduce costly surprises in the field.
Doxel automatically captures and analyzes site progress against BIM models and schedules, giving teams real-time visibility into what is actually happening on site. The platform eliminates the delays and inconsistencies that come from manual reporting and subjective progress tracking.
On major projects, Doxel has helped teams move beyond “rule of thumb” project management by introducing objective production benchmarking and real-time performance insights. DPR Construction used Doxel to improve benchmarking consistency and increase confidence in decision-making across projects.
As owners demand greater predictability and transparency across capital programs, Doxel gives teams what traditional reporting systems often cannot: a live operational view of project execution.
To support our efforts at Datacloud Cannes, we are launching a digital billboard campaign across key areas surrounding the Palais des Festivals and La Croisette.
The campaign reinforces a core message increasingly resonating across the data center market:
You cannot accelerate delivery without objective visibility into production.
The creative highlights our ability to help owners and builders deliver construction faster through automated progress tracking, real-time production insights, and proactive risk detection.
The campaign also reflects a broader shift happening across construction. Owners are beginning to manage construction investments with the same operational rigor applied across the rest of their business.
Attendees can meet with our team throughout the event to discuss how AI-powered construction analytics are helping data center teams improve execution certainty at scale.

If you are attending Datacloud Cannes 2026, stop by Booth #317 to see how we’re helping teams deliver complex projects with greater speed, visibility, and confidence.


Doxel is attending DCD>Connect APAC 2026 in Bali to discuss AI infrastructure, data center construction visibility, and reducing delivery risk across fast-growing APAC markets.
Doxel is heading to on June 9–11 at the Grand Hyatt Bali to participate in DCD>Connect APAC 2026
As AI infrastructure demand accelerates across Asia-Pacific, developers, operators, and construction teams are under increasing pressure to deliver capacity faster while managing growing project complexity.
APAC has quickly become one of the world’s most active regions for data center expansion. Markets across Southeast Asia, Australia, and India continue to see rapid investment from hyperscalers, colocation providers, and digital infrastructure firms racing to support AI workloads and cloud growth.
At the same time, the challenges facing project teams continue to intensify.
Data center facilities are becoming larger, denser, and more complex. Regional supply chains remain fragmented. Skilled labor availability varies significantly by market. Power constraints and permitting pressures are increasing in key hubs. Teams are being asked to build faster than ever before while maintaining certainty around schedule, quality, and coordination.
Industry research from McKinsey & Company shows that global construction productivity has remained largely stagnant for decades despite increasing project complexity and demand. The report notes that productivity in construction improved only 0.4% annually between 2000 and 2022 while labor shortages continue to worsen across major markets.
That challenge is becoming increasingly visible across APAC data center construction.
DCD>Connect APAC brings together many of the operators, developers, contractors, and infrastructure leaders shaping the future of AI and digital infrastructure across the region.
Unlike more mature markets where expansion is often constrained by existing infrastructure limitations, APAC remains heavily growth-focused. New facilities are being delivered across multiple countries simultaneously, often with compressed schedules and evolving delivery models.
This year’s event focuses heavily on the future of next-generation AI infrastructure, modular delivery strategies, localization approaches, and the operational realities of scaling hyperscale infrastructure across APAC.
For Doxel, these conversations align directly with the challenges teams are facing in the field today.
Doxel helps owners and construction teams improve visibility, coordination, and delivery performance across complex capital projects through automated progress tracking and AI-powered construction analytics.
Doxel enables teams to:
Doxel’s platform helps eliminate gaps in manual reporting by providing objective, real-time insights into what is actually happening on-site.
Companies like DPR use Doxel to improve project visibility, benchmark build speeds, and drive more objective production tracking across projects. As APAC data center projects grow larger and more complex, real-time visibility into field execution becomes critical to maintaining schedule certainty and reducing delivery risk.

Doxel’s APAC Client Manager, Sridhar Rengasamy, will be attending throughout the event and meeting with owners, operators, developers, and delivery teams across the region.
Sridhar has worked on large-scale infrastructure and capital projects across Southeast Asia totaling up to $550M in value, partnering closely with contractors and consultants to improve coordination, strengthen execution, and mitigate delivery risk across complex multi-stakeholder environments.
If you’re attending and want to discuss live or upcoming APAC projects, connect with the Doxel team during the event. To schedule a meeting, please reach out to Sridhar on LinkedIn.


Addressing Workforce Constraints in Data Center Construction
The Data Center Investment Conference and Expo (DICE): National brings together owners, operators, and builders at a time when data center demand continues to rise while the available workforce remains constrained.
Industry research shows that construction productivity has improved only modestly over the past two decades, even as project complexity has increased and labor availability has tightened. For teams delivering large-scale data center projects, this creates pressure on schedules, coordination, and overall execution.
Doxel is excited to attend DICE National, joining industry leaders as they share how teams are approaching these challenges in real project environments.
May 12–14, 2026
Day 1 Session | 2:10 PM – 2:50 PM
The panel includes perspectives from owners and operators who are directly responsible for delivering complex infrastructure programs.
The discussion will focus on how organizations are adapting to workforce constraints while maintaining delivery timelines and quality standards. Key topics include:
These challenges are not isolated to hiring. They affect how projects are planned, tracked, and executed from day one.
Doxel approaches workforce constraints as an execution and visibility challenge. When labor availability is limited, improving how work is tracked and managed becomes critical.
Doxel provides:
On data center projects with partners such as DPR Construction, this approach has supported a shift toward more consistent, data-driven benchmarking and improved confidence in project decision-making.
Data center projects require precise coordination, tight schedules, and rigorous quality control. Workforce limitations increase the risk of delays, rework, and misalignment between teams.
Improving visibility into project progress allows teams to:
This level of visibility helps teams maintain performance even when labor conditions are challenging.
This session will provide practical insights from industry leaders managing workforce constraints on active projects.
For owners, developers, and contractors involved in data center construction, it offers a clear view into how execution strategies are evolving.

Insights from DCAC 2024 with Doxel CEO Saurabh Ladha and Joseph Pinzon, CRO of Overwatch.
In the latest episode of the Data Center Revolution Podcast from DCAC 2024, Saurabh Ladha, CEO of Doxel and Joseph Pinzon, CRO of Overwatch deliver an insightful conversation on the cutting-edge advancements in data center construction. Here are some of the topics covered during the podcast:
Catch the full conversation below and explore how technology is reshaping data center construction:
– Joseph Pinzon, CFO, Overwatch.
A McKinsey report shows stagnant construction productivity for decades. By adopting modern practices, owners can drive a new era of construction productivity.
Better tools for the field and reducing risk on every project!
Long considered the backbone of economic growth, the construction industry continues to face a productivity challenge that cannot be ignored any longer. According to a McKinsey report, construction productivity has remained stagnant for decades, with the sector’s growth rate falling far behind that of the global economy.
For an industry that influences everything from infrastructure to housing, this productivity gap is not just a business problem—it’s a societal one. However, a growing consensus is that construction owners who commission and pay for projects hold the keys to transforming the industry. By leveraging their influence and adopting modern practices, owners can be the driving force behind a new era of construction productivity.
Before exploring solutions, it’s essential to understand the scope of the problem. McKinsey’s analysis highlights that construction productivity has only increased by 1% annually over the past 20 years, compared to 2.8% for the global economy. This productivity gap has resulted in significant cost overruns and delays, with projects exceeding budgets by 80% and timelines by 20 months on average. The industry must adopt new innovative technologies and practices faster to mitigate this trend.
The factors contributing to this stagnation are numerous, including:
Given these challenges, it’s clear that a radical shift is needed. And that shift can start with the owners.
Owners play a pivotal role in the construction ecosystem. They are the ones who set the expectations, define the scope, and ultimately bear the financial risk of projects. Owners can drive change across the industry by taking a more active role in risk mitigation and pushing for productivity improvements. Here’s how:
1. Adopting Performance-Based Contracts
One of the most effective ways for owners to drive productivity is by adopting performance-based contracts. These contracts tie compensation to achieving specific milestones and performance metrics, such as staying within budget or completing a project on time. This approach aligns contractors’ incentives with the project goals, encouraging them to innovate and find more efficient work methods.
2. Embracing Digital Transformation
Digital tools can revolutionize construction, from design to execution to delivery. Owners who prioritize digital transformation can see significant productivity improvements. For example, Building Information Modeling (BIM) allows for more accurate planning and coordination, reducing the likelihood of costly errors and rework. Doxel empowers construction teams with AI-driven project benchmarking and analytics, enabling faster, data-backed decisions that reduce costs and improve on-time delivery.
According to McKinsey, using digital tools could improve overall productivity by 14-15% and reduce project costs by 4-6%. Project management software can also streamline communication and collaboration, ensuring all stakeholders are on the same page.
3. Leveraging Technology for Project Benchmarking
One of the most potent tools that owners can use to enhance productivity and benchmark their projects is Doxel. Doxel is a powerful tool for project owners looking to enhance productivity and benchmark their projects. Its Production Rate tracking simplifies comparing completed work against the schedule, enabling owners to measure progress and manage timelines effectively.
The data collected from the site is analyzed to deliver precise insights into project progress, quality, and potential risks. With Doxel, owners can establish clear benchmarks, compare them against industry standards and past performances, and identify inefficiencies early. This empowers them to make informed decisions that keep projects on track, within budget, and up to the highest quality standards.
By integrating Doxel into their project management practices, owners gain a significant competitive advantage, ensuring precision and efficiency in every project.
4. Fostering Collaboration and Integration
The fragmentation of the construction industry is a significant barrier to productivity. Owners can address this by fostering a more collaborative and integrated approach to project delivery.
Integrated Project Delivery (IPD) is one such approach, where all parties—owners, contractors, architects, and engineers—work together from the outset, sharing risks and rewards. This collaborative environment encourages innovation and problem-solving, improving outcomes for all involved.
5. Prioritizing Sustainability and Resilience
Sustainability and resilience are increasingly important in construction, not only for environmental reasons but also for long-term cost savings and productivity gains. Owners who prioritize sustainable practices, such as energy-efficient designs or renewable materials, can reduce their projects’ lifecycle costs. Furthermore, resilient designs that withstand extreme weather events or other disruptions can minimize downtime and maintenance costs, ensuring the project remains productive over its lifespan.
A skilled workforce is crucial for enhancing construction productivity, but the industry is currently grappling with a significant labor shortage. With many skilled workers nearing retirement and fewer young people entering the field, construction projects face increasing risks. However, Owners can address these challenges by investing in the right technology, such as Doxel, which offers three key solutions to keep projects on track:
(1) Accelerating the onboarding process due to its ease of use,
(2) Boosting jobsite worker productivity, and
(3) Enabling project leaders to identify when additional skilled trades are urgently needed to meet schedules.
Feedback from our clients highlight that Doxel helps onboard new engineers quickly, bringing them up to the level of experienced superintendents. Moreover, Doxel reduces the time spent manually tracking progress by 95%, freeing up the most skilled team members to focus on higher-value tasks.
While attracting more people to the industry is vital, a long-term perspective is essential. However, Doxel provides an immediate impact by optimizing the available labor on-site. For skilled trades, Doxel’s production rates are particularly valuable. They empower superintendents with hard data, allowing them to demand additional labor from trade partners when it’s clear that the current workforce won’t meet project deadlines. This data-driven approach helps ensure that projects stay on schedule and that trade partners fulfill their commitments, avoiding potential liabilities for delays.

Featured Case Study:
Layton Construction’s experience with Doxel has been transformative, particularly regarding time savings and efficiency. On a recent 82,000 SqFt healthcare facility project, six superintendents and project engineers were initially spending a combined 60 hours per week manually tracking progress. With Doxel’s technology, this time was slashed by 95%, reducing the task to just 3 hours total. This significant reduction in manual labor translates to 57 hours saved weekly, allowing the team to redirect efforts toward safety, quality, and effective coordination with trade partners—resulting in an additional $2.17 per square foot per year being reinvested into these critical areas.
The benefits continued beyond time savings. Doxel enabled a 10% reduction in overbilling by providing precise progress tracking, simplifying billing processes, and eliminating disputes over the percent complete. Additionally, Doxel’s production rate tracking made it easier to secure commitments from trade partners to meet deadlines, ensuring the project stayed on time. As Brandon Bergener, Superintendent at Layton Construction, noted, Doxel has also made it easier to access additional manpower when needed, further enhancing project efficiency and productivity.
When owners lead in driving productivity improvements, the benefits extend beyond individual projects. Here are some of the broader impacts:
While the potential benefits are clear, driving productivity improvements in construction is challenging. Owners may encounter resistance from contractors accustomed to traditional working methods or stakeholders who are wary of the costs associated with new technologies. To overcome these barriers, owners should:
The construction industry is at a crossroads. It must overcome its productivity challenges to remain cost-effective and meet future demands. With their unique influence and authority, owners are in the best position to lead this transformation. Owners can drive the industry forward by adopting performance-based contracts, embracing digital tools, fostering collaboration, prioritizing sustainability, and investing in workforce development. The time for change is now, and the future of construction lies in the hands of those who are willing to push it forward.
Delivering on construction productivity is no longer optional—it’s essential. By taking a proactive role, owners can unlock the full potential of their partners and projects and set a new standard for the industry as a whole.
Citations:
McKinsey & Company. “Delivering on construction productivity is no longer optional.” Retrieved from McKinsey & Company.
For general contractors and owners, AI-powered progress tracking ensures accuracy by providing a single source of truth on percentage completed.
At their core, construction projects rely on cash flow. But it isn’t always simple—considering the complexity of projects and the fact that a company is likely managing multiple of them at once. Some projects take months or years to complete, and payments happen throughout the entire duration.
With so many payments coming and going over the course of a project, it’s crucial for project teams to stay on top of daily progress and constantly evaluate where it stands financially. Otherwise, a project is at risk for being under or overbilled. Billing accuracy is vital for any large scale construction project success.
They may seem self-explanatory, but let’s get a few terms out of the way:
Overbilling occurs when a contractor is ahead of their progress and bills for contracted labor and materials before the work is completed. While this may help offset slow payments, it puts the contractor at risk of spending the extra money on something else if they don’t realize they’ve overbilled.
Underbilling happens when a contractor completes a certain amount of work on a project, but doesn’t bill for the full amount. This is typically the outcome of slow billing practices.
Both under and overbilling can lead to a state of negative cash flow, which can be detrimental to a construction company’s profitability and expected outcome on a project.
So, how does it happen?
Even before the project starts, money matters. If contractors are unable to correctly estimate project costs—or worse, underestimate their costs—it could set them up to be underbilled and out of cash before the project is completed. This deeply impacts their ability to make money (or at the very least break even) on the project, and it may go unnoticed until the very end when it’s too late.
If a contractor isn’t precise about what has been completed thus far, they will likely bill incorrectly. Trying to guess the percentage of completion could quickly cause them to over or underbill, and as a result the project’s entire budget will be at risk.
Construction is like a delicate dance, and poor project management could throw the entire routine off balance. Especially on bigger projects with multiple subcontractors, a disruption in one contractor’s ability to complete work could have a ripple effect on the entire project’s timeline and budget.
Effective project management allows a company to catch and correct any potential problems while holding everyone accountable for their part. If everything is settled at the end of the project, it’s already too late and nearly impossible to course correct.
Subcontractors that accurately measure daily progress have the ability to bill more precisely and maximize profits. For general contractors and owners, AI-powered progress tracking ensures accuracy by providing a single source of truth on percentage completed.
Being able to track and even predict progress is a powerful advantage—the more data you have from one unified source, the less likely over and under billing occur, improving billing accuracy.
The best part? The technology already exists to enable companies to collect better, more accurate data with less manual effort. Leveraging features such as automated estimate at completion (EAC) and earned value analysis can help guarantee a company’s project financials and reporting are spot on.
To learn more about the ways your construction company can maximize profitability and improve billing accuracy, schedule a demo today.
Introduction Establishing a consistent and realistic schedule is a significant challenge in the highly regionalized and variable construction industry. Construction executives overseeing projects across different regions, such as U.S., Europe, and Asia data centers, need a reliable method to benchmark project timelines. Benchmarking in construction is the process of comparing…
Establishing a consistent and realistic schedule is a significant challenge in the highly regionalized and variable construction industry. Construction executives overseeing projects across different regions, such as U.S., Europe, and Asia data centers, need a reliable method to benchmark project timelines.
Benchmarking in construction is the process of comparing a project’s performance, processes, or standards against industry best practices, standards, or the performance of similar projects. It allows you to understand where you stand compared to your expectations and highlights areas for improvement. This process helps set realistic goals, improve resource allocation, and reduce costs. However, traditional approaches based on estimates and past experiences often need to be revised, leading to inaccuracies, delays, and cost overruns.
Data center construction presents unique challenges due to the need for specialized systems like redundant power, rooftop control units, automatic transfer switches, and fire suppression systems. These features are essential for ensuring high operational standards and reliability.
To maintain project success and adhere to stringent timelines, referencing benchmarks in data center construction is critical. Benchmarks provide a reliable framework to keep projects on schedule by aligning construction activities with established standards. For instance, systems like redundant power and climate control must be installed according to precise timelines to avoid disruptions.
Owners can prevent construction delays by utilizing tools like Doxel to track each phase of construction, comparing progress against benchmark data from previous projects. Understanding the time required for each phase is vital, especially since timelines can vary due to regional and environmental factors. Traditional estimates often lead to inaccuracies, resulting in delays and cost overruns. However, leveraging benchmarks based on actual production data reduces these risks, enabling the creation of more realistic and reliable construction schedules.
Large complex construction projects with accelerated schedules often lack production data due to a combination of factors related to the complexity, variability, and traditional practices within the industry. Here are some key reasons:
1. Project Complexity and Variability
2. Fragmented Industry Practices
3. Traditional Work Methods
4. Inconsistent Data Collection Practices
5. Cost and Time Constraints
6. Technological Adoption Barriers
7. Short-Term Focus
The lack of production data in large construction projects is a multifaceted issue rooted in the complexity of projects, traditional industry practices, fragmented data management, and the challenges of technological adoption. Addressing these barriers requires a shift towards more standardized, data-driven approaches and greater investment in tools and processes that facilitate the collection, analysis, and use of production data across the construction industry.

In major construction projects, the ability to plan, execute, and deliver on time and within budget is critical. However, one of the significant challenges many projects face is the lack of access to reliable production rates and the difficulty in creating accurate benchmarks. These data points are essential for informed decision-making, resource allocation, and performance tracking. Without them, project managers and teams often operate in the dark, leading to inefficiencies, cost overruns, and increased risk. The key challenges that arise when production rates are not readily available and benchmarks are insufficient, highlight the importance of overcoming these issues for project success. They include:
1. Inaccurate Project Estimations
2. Inefficient Resource Allocation
3. Poor Performance Tracking
4. Challenges in Continuous Improvement
5. Increased Risk and Uncertainty
Not having access to production rates and benchmarks in major construction projects can lead to a range of challenges, from inaccurate estimations to poor performance tracking and increased risk. Addressing these issues requires a concerted effort to gather, analyze, and utilize data effectively to create reliable benchmarks and optimize project outcomes.
Doxel is an automated progress tracking solution that provides real-time, objective data on construction performance. Unlike traditional methods that rely on manual tracking and subjective reporting, Doxel uses AI and computer vision to deliver frequent, precise, actionable insights. Doxel speeds up construction by automating progress reporting which surfaces hidden issues early, prevents rework, and enhancing collaboration with visual data.

Doxel’s automated progress tracking leverages images from 360 degree cameras for reality capture by converting images into construction elements. This technology provides precise data on production rates, such as linear feet of conduit installed per week across multiple projects. By comparing this data across different trades, sites, and contractors, Doxel enables teams to create more realistic schedules based on actual performance metrics.
Owner’s reps, sometimes considered the Director of Construction, are responsible for fostering collaboration between stakeholders to bring data centers and large projects in on schedule and under budget. Consider a scenario where an owner has built multiple data centers using Doxel and has significant benchmark data on productivity rates for each stage in construction. This collaboration can provide enormous benefits when analyzing bids from the GC. Where project schedules are overly aggressive, project owners can challenge GCs on their ability to commit to accelerated schedules, fostering a sense of alignment. With Doxel’s historical production rate data, the GC can confidently assess the feasibility of the proposed schedule. The added transparency between the owner and GC, facilitated by Doxel, helps deliver projects on schedule using historical benchmark data.
Benchmarking: Use Historical Data to Set Realistic Schedules
Risk Reduction: Avoid Overcommitting and Mitigate the Risk of Delays
Informed Decision-Making: Make Data-Driven Decisions That Clients Trust
Enhanced Reputation: Deliver Projects on Time and Within Budget
In the construction industry, informed scheduling decisions are crucial for project success. Doxel’s production rate data provides insights to optimize schedules, reduce risks, and ensure successful project delivery. By leveraging this data, construction teams can confidently commit to achievable timelines and deliver exceptional results.
Ready to optimize your project schedules with Doxel’s production rate data? Contact us today for a demo and discover how Doxel can help your team achieve faster schedules with confidence and reduced risk.
By incorporating these insights and leveraging cutting-edge tools like Doxel, construction teams can navigate the complexities of project scheduling with greater certainty and efficiency.
With automated tracking, construction teams can ensure that 'almost done' quickly becomes 'completely done.
Let’s face it: Getting stuff done is hard. And getting stuff done in the face of today’s shortages, supply chain issues, and inflation is a daunting task for any construction company. Automated construction progress tracking can help you finish projects faster.
Before we get into that, let’s take a closer look at what’s going on.
Less people from younger generations are choosing a trade or apprenticeship. As a result, the industry is facing a shortage of skilled workers to help complete project milestones. Without knowing how many people can get the work done (and get it done correctly), companies struggle to stay on track.
Those who do choose to go into construction today are still green in their careers and don’t have the experience that seasoned employees do. This creates a learning curve and requires additional time needed to get them up to speed.
Unpredictable factors create unpredictable change—and change requires an added degree of flexibility for the project to adapt to the circumstances. As a result, companies are seeing more design changes come through, and the need to stay on top of assessing and documenting them.
Speaking of unpredictable, the industry ha seen an influx in supply chain issues, causing delays in shipments and—in some cases—a limited supply of the necessary materials available.
Across every industry, prices are going up. Companies must now reconcile their bids and project scopes to maintain profitability.
When the going gets tough, construction stays tougher. The industry is no stranger to uncertainty. Now more than ever, companies need to pinpoint areas of improvement and streamline their processes to maximize efficiency.
With all these factors weighing on a project’s productivity, the margin for error is very low—which means operational excellence is critical for success. Many projects get to a certain stage or near completion, but struggle to accurate assess what’s happening (or not) to get the rest of the way there.
Almost done isn’t done.
If the last 10% of a milestone takes more than 20% of the time—that’s a big, potentially costly, problem.
That’s where automated construction progress tracking comes in. With the right technology in place, companies can save 25% of superintendents’ and field teams time that would otherwise be spent on tracking progress and bringing everyone on the same page. That’s less time in meetings and back-and-forth conversations, more time building.
Real-time automated construction progress tracking gives everyone on a project visibility into the current state, without the need for individual communication. This ensures the project moves as quickly as it can and prevents trade stacking.
Stay on top of milestones with the ability to forecast and predict any slowdowns before they happen—instead of catching them after it’s too late. By automatically capturing more than 75 stages of construction, automated construction progress tracking technology can spot potential issues more efficiently in real time.
By providing accurate and automated cost budget analysis, companies are able to better understand their project and where it stands with the budget. When unforeseen factors or delays hit, you want all the knowledge and numbers you can get to properly adapt and minimize the impact.
In construction, communication can be slow and sparse. Automated construction progress tracking gets everyone on the same page without having to meet to discuss. Having a digital surveyor gives everyone the information and insights they need to collaborate faster—without relying on project resources to collect and report on it.
No matter what gets thrown at the construction industry, a company needs to be resilient and smart to see success on the other side. Companies who invest in the right tools that save time and automate processes have the advantage of receiving data and insights in real time. The faster something is flagged, the faster it can be fixed.
Want to learn how Scripps Health and McCarthy Building Companies are automating construction progress tracking to increase project visibility? Register for our upcoming webinar Almost Done, Isn’t Done.
Streamlining the process for creating detailed reports can free up the project team's focus while enhancing the level of reporting and insights for a company.
In a 2021 Workforce Survey Analysis, AGC found that 88% of companies surveyed were experiencing project delays—that’s nearly nine out of ten. Now more than ever, construction companies are faced with the challenge to do more with less and keep projects on track in the face of unforeseen circumstances.
While certain conditions and factors in the industry can’t be controlled, there are 3 construction workflows that can reduce the margin of error to ensure a project stays resilient. This requires operational excellence in the areas that can be predicted and made more efficient.
What are the three construction workflows a company should prioritize?
Communication among field teams, supervisors, and the office is crucial—and can be cumbersome. With so many moving pieces of a project happening at once, getting the necessary message out to everyone in a timely, effective manner is no easy feat.
Companies need to find a way to remove the barriers to communication. By doing so, they’ll save everyone on the project team valuable time that would otherwise be spent tracking progress, in meetings to get everyone up to speed, or playing telephone.
Quality of construction can make or break a project’s ability to stay on track. Quality issues or mistakes found too late in the process can be the kiss of death for moving onto the next phase—and as a result, teams remain stuck in the final 10 or 20% of completion for too long. This won’t just cost time and manpower, it’ll directly affect a project’s budget and profitability, too.
The only option to streamline and prevent these costly quality issues is to catch them early and address them quickly. Technology that helps companies see progress in real time opens the door for making smarter decisions and adapting faster.
When a project does make it through the final 10%, the work isn’t over yet. Teams must provide an objective, detailed overview of the completion—which again takes time and resources. There’s more information to gather, and no efficient way to compile it using manual efforts alone.
Teams should be focused on projects, not paperwork or reporting. Streamlining the process for creating detailed reports can free up their focus while enhancing the level of reporting and insights for a company.
By implementing a technology that can continuously monitor performance and provide predictive insights, construction companies are able to achieve operational excellence.
Platforms like Doxel act as a digital surveyor to automatically track progress across more than 75 different construction stages in real time, freeing up the project team’s time and resources.
Instead of manually walking the jobsite every day or week to capture exact progress, Doxel works with a 360° video to act as a digital surveyor in minutes. Combining the power of computer vision with BIM means companies have an objective truth of the status of a site—and can understand progress, schedule, and budget better than ever before.
If it sounds too good to be true, it isn’t.
Tune in to our webinar Almost Done, Isn’t Done to hear from two successful construction companies on how they’re leveraging real-time progress tracking to automate and achieve more.
By continuously tracking and analyzing construction site progress in real time, Production Rate Data serves as a single, reliable source of truth for measuring construction progress.
Traditionally, project managers have relied on site visits and progress reporting from their field teams to stay abreast of construction progress. On large capital projects like data centers, semiconductor wafer fabrication plants, or healthcare infrastructure this can become problematic where even small schedule delays lead to large cost overruns. Doxel’s Production Rate Data provides a solution that empowers project teams with additional data in order to monitor construction progress.

Production Rate Data is the information gathered through reality capture inputs (e.g., 360-degree imaging or drone footage), to continuously track and analyze construction site progress in real time. By comparing actual work completed against the planned schedule, this data serves as a single, reliable source of truth for measuring construction progress. It provides project owners with objective, accurate insights that are crucial for managing schedules and ensuring on-time project completion. This innovative approach equips teams with the data needed to identify delays, optimize workflows, and ensure efficient project delivery.
By leveraging this advanced technology, owner’s representatives can monitor projects with a data set they control, guaranteeing transparency and accuracy. Here’s how Doxel tracks completed construction:
Example: Mechanical Pipes and Walls

Doxel’s Production Rate tracking capability simplifies the comparison of completed construction against the schedule, offering a powerful tool for project owners to measure progress and manage schedules effectively.
Understanding how construction software tracks progress can be complex. Doxel simplifies this with a robust methodology:

Productivity is calculated using specific units of measure for each stage based on your work breakdown structure (WBS) in Primavera P6. For example, if the plumbing installation requires 100,000 linear feet of pipe, the unit of measure would be linear feet. The planned number would be 100,000, against which completed construction is measured.
As construction progresses, Doxel updates the number of completed activities. For instance, if only 20,000 linear feet of pipe have been installed for the drainage system, the 360-degree imaging would capture the work, and Doxel would update the percentage of completion for both the stage (drainage system) and the trade (plumbing) to 20%.
To help manage schedules effectively, Doxel introduced the Production Forecasting Calculator. This tool allows users to simulate different scenarios by adjusting crew sizes and production rates to forecast completion. General contractors can manage subcontractors to ensure they stay on schedule. At the same time, owner’s reps can monitor production rates remotely, gaining confidence that construction progress is on track based on actual data.

Production Rate Data compares completed construction against your schedule, providing a single source of truth for measuring construction progress. Doxel’s system allows you to manage productivity for each stage of the construction project by trade, zone, and floor. This capability empowers project owners with a controlled data set that facilitates better communication with general contractors and helps address potential schedule delays proactively.
By giving project owners control of the data, Doxel ensures a higher level of transparency and efficiency in construction management. This innovative approach enhances collaboration and significantly reduces the risk of delays, optimizing time and resources. With Doxel’s Production Rate Data, project owners can confidently steer their projects to successful completion.
Accurate and reliable progress tracking is essential for effective communication and coordination, especially with multiple stakeholders and a higher level of complexity. Automated construction progress tracking can meet these requirements and reduce manual effort, helping you complete your projects faster and on-budget.
Healthcare construction is more complex and has a lot at stake. If not done right, these projects can be costly for everyone involved. Healthcare projects also require a higher attention to detail to keep everything running smoothly.
With more stakeholders involved in the process, companies need to be able to benchmark and be equipped for better prediction, transparency, and ultimately the ability to detect (and curb) problems, deviations, and cost overruns.
Automated progress tracking can meet these requirements and reduce manual effort, helping you complete your projects faster and on-budget.
Progress tracking is critical for project success in healthcare because it allows for real-time monitoring of project performance and a faster identification of issues and challenges, and implementation of corrective actions.
By regularly monitoring progress and performance, project managers and teams can quickly identify areas that are falling behind schedule or budget—and take the necessary steps to address them before they become major issues. Accurate and reliable progress tracking is essential for effective communication and coordination, especially with multiple stakeholders and a higher level of complexity.
Progress tracking can be beneficial beyond one single project, too. Objective progress data and insights can also help to identify areas of success and best practices that can be replicated in other projects, improving overall project performance and company-wide outcomes.
Automated progress tracking can improve transparency during hospital construction by providing real-time, accurate information on the progress of the project. Automated systems can be configured to collect data from a variety of sources, create a single source of truth and present the information in a format that is easy to understand and always accessible.
With the enhanced, real-time visibility that automated progress tracking brings, stakeholders are able to see exactly where the project is at any given time. This clear picture of project status helps improve communication, transparency, and accountability with objective data that eliminate any debate in progress tracking.
Automated progress tracking is a faster way of providing stakeholders with access to the same information. With an automated system, stakeholders are able to see the same data and reports, regardless of their location. Ensuring everyone is working with the same information saves time in reporting and mitigates the possibility of miscommunication or misunderstanding.
Since hospital construction projects often involve large sums of money and have a significant impact on patient outcomes, it’s also useful to have an auditable record of each project’s progress that can be used in demonstrating accountability to funders and regulatory bodies.
Healthcare construction projects need an efficient way to manage and mitigate risk. Proper real-time visibility into the progress of the project can help spot potential issues before they become major problems. This enables project managers and other stakeholders to take proactive measures, rather than waiting until it is too late to take corrective action.
For example, if progress tracking reveals a particular aspect of the project is running behind schedule, the project manager may be able to adjust the project plan to effectively avoid potential delays or cost overruns.
Additionally, progress tracking can help project managers manage and coordinate dependencies between different parts of the project, which further reduces the risk of delay, prevents trade stacking, and mitigates other issues arising from one part of the project impacting others.
Progress tracking can help with benchmarking by providing a clear understanding of the current status of the project, including the status of all trade and any related delays or setbacks. This data can then be used to compare the project’s progress against similar projects or industry standards, making it easier to identify areas where improvements can be made.
With multiple sources of information on a single project, a digital progress tracking tool can deliver accurate data to one shared source of truth, making benchmarking markedly easier.
Additionally, progress tracking stored data can be leveraged for benchmarking future progress against previous internal projects for better forecasting future project and completion dates, as well as for identifying potential cost savings or other opportunities to optimize the project.
The more detailed information teams have on the progress of a project, the more proactive they can be to keep it on track. Identifying potential issues early on allows for corrective action to be taken sooner rather than later, reducing hours, rework, and delays to deliver projects on time and on budget. But detailed and timely progress tracking shouldn’t come at the cost of crews’ time and resources.
That’s where a solution like Doxel’s automated progress tracking can help. Doxel significantly reduces hours tracking progress, while delivering accurate, reliable objective insights that improve communication and transparency across all stakeholders.
Click here to learn more about how Doxel’s AI-powered progress tracking paired with 360-degree video capture can help ensure hospital construction projects stay on track and on budget.
From June 2–4, Doxel will join thousands of leaders across the global data center ecosystem at the 2026 Datacloud Global Congress (DGC) 2026 in Cannes, France.
Held at the iconic Palais des Festivals et des Congrès, Datacloud Cannes brings together hyperscalers, developers, investors, operators, and construction leaders shaping the future of AI infrastructure and digital capacity expansion.
With more than 6,000 attendees expected, this year’s event arrives at a critical moment for the industry. AI demand continues to accelerate the construction of data centers globally, while labor shortages, power constraints, and schedule pressures continue to intensify.
As a Silver Sponsor, Doxel will be exhibiting at Booth #317 with full EMEA sales, product, and customer coverage on site, including participation in the event’s pre-conference cycling activities.
The conversations at DGC align directly with the challenges Doxel helps solve every day on large-scale projects.
Across the industry, owners and builders face mounting pressure to deliver complex facilities faster while maintaining quality and reducing risk. At the same time, construction productivity continues to lag behind other industries despite increasing project complexity and demand. For data center teams building hyperscale campuses and AI infrastructure, delays and missed coordination windows can quickly create cascading schedule impacts.
That is why objective, real-time construction visibility has become increasingly important.
Throughout Cannes, Doxel will showcase how leading owners and contractors are using AI-powered progress tracking to improve schedule certainty, benchmark production, and reduce costly surprises in the field.
Doxel automatically captures and analyzes site progress against BIM models and schedules, giving teams real-time visibility into what is actually happening on site. The platform eliminates the delays and inconsistencies that come from manual reporting and subjective progress tracking.
On major projects, Doxel has helped teams move beyond “rule of thumb” project management by introducing objective production benchmarking and real-time performance insights. DPR Construction used Doxel to improve benchmarking consistency and increase confidence in decision-making across projects.
As owners demand greater predictability and transparency across capital programs, Doxel gives teams what traditional reporting systems often cannot: a live operational view of project execution.
To support our efforts at Datacloud Cannes, we are launching a digital billboard campaign across key areas surrounding the Palais des Festivals and La Croisette.
The campaign reinforces a core message increasingly resonating across the data center market:
You cannot accelerate delivery without objective visibility into production.
The creative highlights our ability to help owners and builders deliver construction faster through automated progress tracking, real-time production insights, and proactive risk detection.
The campaign also reflects a broader shift happening across construction. Owners are beginning to manage construction investments with the same operational rigor applied across the rest of their business.
Attendees can meet with our team throughout the event to discuss how AI-powered construction analytics are helping data center teams improve execution certainty at scale.

If you are attending Datacloud Cannes 2026, stop by Booth #317 to see how we’re helping teams deliver complex projects with greater speed, visibility, and confidence.

Doxel is attending DCD>Connect APAC 2026 in Bali to discuss AI infrastructure, data center construction visibility, and reducing delivery risk across fast-growing APAC markets.
Doxel is heading to on June 9–11 at the Grand Hyatt Bali to participate in DCD>Connect APAC 2026
As AI infrastructure demand accelerates across Asia-Pacific, developers, operators, and construction teams are under increasing pressure to deliver capacity faster while managing growing project complexity.
APAC has quickly become one of the world’s most active regions for data center expansion. Markets across Southeast Asia, Australia, and India continue to see rapid investment from hyperscalers, colocation providers, and digital infrastructure firms racing to support AI workloads and cloud growth.
At the same time, the challenges facing project teams continue to intensify.
Data center facilities are becoming larger, denser, and more complex. Regional supply chains remain fragmented. Skilled labor availability varies significantly by market. Power constraints and permitting pressures are increasing in key hubs. Teams are being asked to build faster than ever before while maintaining certainty around schedule, quality, and coordination.
Industry research from McKinsey & Company shows that global construction productivity has remained largely stagnant for decades despite increasing project complexity and demand. The report notes that productivity in construction improved only 0.4% annually between 2000 and 2022 while labor shortages continue to worsen across major markets.
That challenge is becoming increasingly visible across APAC data center construction.
DCD>Connect APAC brings together many of the operators, developers, contractors, and infrastructure leaders shaping the future of AI and digital infrastructure across the region.
Unlike more mature markets where expansion is often constrained by existing infrastructure limitations, APAC remains heavily growth-focused. New facilities are being delivered across multiple countries simultaneously, often with compressed schedules and evolving delivery models.
This year’s event focuses heavily on the future of next-generation AI infrastructure, modular delivery strategies, localization approaches, and the operational realities of scaling hyperscale infrastructure across APAC.
For Doxel, these conversations align directly with the challenges teams are facing in the field today.
Doxel helps owners and construction teams improve visibility, coordination, and delivery performance across complex capital projects through automated progress tracking and AI-powered construction analytics.
Doxel enables teams to:
Doxel’s platform helps eliminate gaps in manual reporting by providing objective, real-time insights into what is actually happening on-site.
Companies like DPR use Doxel to improve project visibility, benchmark build speeds, and drive more objective production tracking across projects. As APAC data center projects grow larger and more complex, real-time visibility into field execution becomes critical to maintaining schedule certainty and reducing delivery risk.

Doxel’s APAC Client Manager, Sridhar Rengasamy, will be attending throughout the event and meeting with owners, operators, developers, and delivery teams across the region.
Sridhar has worked on large-scale infrastructure and capital projects across Southeast Asia totaling up to $550M in value, partnering closely with contractors and consultants to improve coordination, strengthen execution, and mitigate delivery risk across complex multi-stakeholder environments.
If you’re attending and want to discuss live or upcoming APAC projects, connect with the Doxel team during the event. To schedule a meeting, please reach out to Sridhar on LinkedIn.

Addressing Workforce Constraints in Data Center Construction
The Data Center Investment Conference and Expo (DICE): National brings together owners, operators, and builders at a time when data center demand continues to rise while the available workforce remains constrained.
Industry research shows that construction productivity has improved only modestly over the past two decades, even as project complexity has increased and labor availability has tightened. For teams delivering large-scale data center projects, this creates pressure on schedules, coordination, and overall execution.
Doxel is excited to attend DICE National, joining industry leaders as they share how teams are approaching these challenges in real project environments.
May 12–14, 2026
Day 1 Session | 2:10 PM – 2:50 PM
The panel includes perspectives from owners and operators who are directly responsible for delivering complex infrastructure programs.
The discussion will focus on how organizations are adapting to workforce constraints while maintaining delivery timelines and quality standards. Key topics include:
These challenges are not isolated to hiring. They affect how projects are planned, tracked, and executed from day one.
Doxel approaches workforce constraints as an execution and visibility challenge. When labor availability is limited, improving how work is tracked and managed becomes critical.
Doxel provides:
On data center projects with partners such as DPR Construction, this approach has supported a shift toward more consistent, data-driven benchmarking and improved confidence in project decision-making.
Data center projects require precise coordination, tight schedules, and rigorous quality control. Workforce limitations increase the risk of delays, rework, and misalignment between teams.
Improving visibility into project progress allows teams to:
This level of visibility helps teams maintain performance even when labor conditions are challenging.
This session will provide practical insights from industry leaders managing workforce constraints on active projects.
For owners, developers, and contractors involved in data center construction, it offers a clear view into how execution strategies are evolving.

Where Speed Meets Precision in Data Center Construction
The pace of data center construction has changed.
Schedules are tighter. Labor is harder to find. And the tolerance for error is almost zero. Owners and builders are being asked to deliver faster than ever, often on projects where even a small delay can cascade into millions in lost revenue.
That’s exactly why Doxel is heading to the DICE Pacific Northwest Data Center Investment Conference & Expo.
This event brings together the investors, developers, contractors, and technology leaders shaping the next generation of digital infrastructure. And this year, one topic is rising above the rest: How do you build faster without losing control?
The demand for data centers continues to surge, but the industry’s ability to deliver them has not kept pace.
Global construction productivity has barely moved over the last two decades, increasing just 0.4% annually, even as project complexity has grown dramatically
At the same time:
The result is a widening gap between what needs to be built and what can be delivered.
To close that gap, leading teams are rethinking how projects are executed. They are combining modular construction strategies with real-time, objective visibility into progress.

Speaker: John Rewolinski, PSP, Head of Scheduling Analytics, Doxel
Session Title: Speed Meets Precision: How Modular Delivery and Construction Tech Are Redefining Data Center Execution
This session focuses on a simple but critical challenge: Speed alone is not enough. Precision is what keeps speed from turning into rework.
Attendees will learn:
Most construction teams still rely on a familiar process:
The issue is not effort. It’s timing. By the time a deviation shows up in a report, it’s often weeks old. On a data center project, that delay can mean:
Doxel changes that dynamic by delivering objective, automated progress tracking that compares actual site conditions directly to the BIM model and schedule.
Instead of asking what’s happening, teams can see it.
Doxel was built for complex, fast-paced projects where precision matters.
With Doxel, teams can:
This approach eliminates manual reporting gaps and gives teams a consistent, accurate view of the jobsite
The impact is clear:
Construction is not getting simpler. But it is becoming more measurable.
With the right combination of modular delivery, AI-driven insights, and objective progress tracking, teams can finally deliver projects at the speed the market demands without sacrificing quality or control.
Doxel is helping lead that shift. See Doxel today.
When the scan says "not installed," and the trade says "we did it," the answer might be a quality problem, not a data error
▶ WATCH THE FULL PRESENTATION
Computer Vision Is the Andon Cord Construction Has Always Needed
LCI Conference 2025 · Reid Senescu, Doxel & Mike Miller, DPR Construction
Doxel's system was designed to track progress, but on a hyperscale data center project with DPR Construction, it caught something that no daily report, RFI, or schedule update had flagged, and the lesson that came out of it changed how the team interpreted data discrepancies entirely.
The story starts with a flag. Doxel's AI detected uninstalled security components near certain doors. The electrical trade partner pushed back hard, claiming they had roughed in all the security to those doors. In their estimation, the work was done.
After further investigation, the team found the truth: the security boxes had been installed. Three feet to the right of where they were supposed to be.

The components had been physically installed, but they were mislocated relative to the BIM. When comparing the 360° site photos against the model, Doxel’s AI correctly identified them as not installed in the designated location.
"If something's showing as not installed and the trade partner says it's installed, we probably have a quality control problem. Not the intended use case — but awesome to see."
— Mike Miller, Superintendent, DPR Construction
The team had stumbled onto a new interpretive principle. When Doxel flags something as missing and the trade says it's done, don't default to assuming the data is wrong. Investigate. The discrepancy might not be a tracking error; it might be a quality flag.
Mike was direct about what happened next and what it cost. Rework followed. But by investigating when they did, the team headed off even higher costs than if the issue had been found later.
REWORK WARNING: Dismissing data because it contradicts expectation is how quality issues get buried. The cost of investigation is almost always lower than the cost of rework — especially once walls are closed.
This is not an abstract lean principle. It played out on a real job, on real infrastructure, with real rework costs. The lesson is practical: when scan data and field reports disagree, treat the disagreement as information, not noise.
Construction quality management has traditionally relied on scheduled inspections, trade self-reporting, and periodic walkthroughs. These methods work reasonably well for obvious defects. They are poor at catching components that are physically present, but are installed in the wrong place relative to the design.
Computer vision can fill this gap by comparing what is physically present against the BIM at the component level across all visible trades every week. Mislocations look identical to missing components from the system's perspective, because in both cases, the component is not where it should be.
The practical recommendation from Mike's experience is to establish a protocol for investigating discrepancies rather than defaulting to dismissal. When a trade reports complete and the system reports incomplete, send someone to review the discrepancy. It only takes minutes, but it can prevent weeks of rework.
There is a secondary benefit this story highlights: objective, time-stamped documentation of installation location for every component. On a complex facility like a data center, where systems are dense, and modifications may be needed years later, having a record of where things were actually installed, not just where they were designed to go, has ongoing operational value.
This use case wasn't in the sales deck. It emerged from a real disagreement on a real job. That's often how the most durable capabilities get discovered.
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