
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 is excited to be a sponsor at DCAC Live Sept 24-25, 2024 in Austin, Texas.
Doxel is excited to be a sponsor at DCAC Live 2024 in Austin, Texas, making your registration process a breeze and adding some fun perks along the way! This premier event brings together top professionals from the data center industry, and Doxel is thrilled to be part of it.

As you gear up for the event, Doxel’s team will be at the registration booth, ready to greet attendees and hand out exclusive goodies. Be one of the first 50 people to register, and you’ll receive a sleek Doxel tumbler — the perfect companion for staying hydrated during the event.
Keep an eye out for the badges, which have an updated design and look better than ever!
Once you’ve picked up your lanyard and tumbler, head to Table 15, where the Doxel team will be stationed throughout the event. There, you can learn how Doxel leverages AI and computer vision to deliver frequent, precise, and actionable insights. Doxel accelerates construction by automating progress reporting, identifying hidden issues early, preventing rework, and improving collaboration through the use of visual data.

DCAC Live in Austin, Texas, is the go-to event for the latest insights and innovations in the data center industry. For those involved in data center construction, Doxel is revolutionizing project delivery by combining AI and computer vision to drive real-time project visibility, ensure schedule certainty, and eliminate costly rework. With Doxel, data center projects are completed faster, with better quality control and up to a significant boost in productivity.
Attending DCAC Live lets you learn how Doxel’s cutting-edge technology can streamline your data center construction projects, helping you stay on time and within budget.
Be sure to stop by the registration booth early to snag your Doxel tumbler, and join us at Table 15 for insights on how we’re making an impact. We can’t wait to see you at DCAC Live!
"The Future of Smart Hospitals and Healthcare Industry" event is Oracle's premier gathering for owners, healthcare stakeholders, and technology innovators.
📅 Date: February 4, 2025
📍 Location: Oracle Industry Lab, Deerfield, IL.
"The Future of Smart Hospitals and Healthcare Industry" event is Oracle's premier gathering for owners, healthcare stakeholders, and technology innovators. Hosted at the renowned Oracle Innovation Center, this venue provides a dynamic space for showcasing cutting-edge solutions in healthcare construction. Known for hosting unique events like reality capture demonstrations and indoor drone races, the Innovation Center sets the stage for forward-thinking collaboration.
This year, Oracle emphasizes owner attendance and healthcare-focused content, making it a prime opportunity to engage with key decision-makers shaping the industry's future.
Doxel will participate in Oracle's interactive Hands-on Innovation Experiences, delivering 15-minute sessions demonstrating how our technology revolutionizes project tracking and execution for healthcare construction projects.
With a focus on owners and healthcare decision-makers, this event provides unparalleled access to industry leaders.
It's an excellent opportunity to foster strong relationships with Oracle's product team and other innovators in the healthcare construction space.
Through the Hands-on Innovation Experience, we'll highlight how Doxel's capabilities drive better outcomes and more innovative processes for healthcare construction.
We're excited to be part of this visionary event and look forward to sharing highlights and insights from "The Future of Smart Hospitals and Healthcare Industry." One of our top product leaders will represent Doxel at the event, ensuring insightful engagement with attendees and Oracle's team.
Learn more about the event here.
Understand how every system contributes to trade-level progress with clearer visibility into on-site activities.
In the fast-paced construction of data center, life sciences, manufacturing, and hospital projects, keeping up with construction progress is both challenging and essential. Increasing project complexity requires greater emphasis to coordinate work and understand risk on the project.
That’s why we’re excited to introduce Systems View within Doxel’s Work In Place (WIP) view. This new capability offers a deeper, system-level visualized breakdown of construction progress, giving teams clearer visibility into on-site activities and enabling a more precise understanding of the project's status.
Systems View is an advanced feature in the WIP view that allows teams to go beyond trade-level tracking, providing a detailed 3D view of construction progress for specific systems within each trade, such as hot water and chilled water within plumbing. Systems view is particularly useful for complex mechanical, electrical, and plumbing systems. This added layer of granularity offers project teams deeper insights into the progress of each system, empowering them to monitor and manage intricate project details.
In complex projects, traditional tracking did provide valuable trade-level insights but often lacked the detail needed to align each system with Takt times, leading to inefficiencies. With Systems View, project teams will gain real-time, system-specific insights that empower them to monitor each system’s adherence to Takt schedules, catching issues before they become bottlenecks.
With this added visibility, teams can identify delays early and reallocate resources as needed to maintain steady progress. Ultimately, Systems View reinforces Takt Planning and the Last Planner System, driving projects toward efficient milestone completion.
Imagine a typical Monday coordination meeting for a data center project. The Project Manager or Supervisor is focused on the progress of the mechanical system in Data Hall 1, where multiple subcontractors are working concurrently. The meeting kicks off with questions about the status of supply ducts and whether the HVAC team has completed their work.
With Doxel's Systems View, the project engineer can instantly access progress data for HVAC ducts, filtering by both system and zone. In just moments, the team discovers that only 80% of the supports are installed, with delays caused by mechanical piping in the same area. Using the system filter, they isolate the data and confirm that the piping crew is scheduled to finish by day’s end, clearing the path for the HVAC team to complete their work.
This level of real-time, system-specific insight enables more effective coordination, allowing the supervisor or project manager to make informed decisions on the spot. The result? No wasted time, better workflow sequencing, and a more streamlined project timeline.
Data center construction is highly sophisticated, involving multiple systems that must be meticulously coordinated. Before the introduction of Systems View, project managers relied on trade-level data, making it challenging to understand system-specific delays or progress. With Systems View, project managers can:
For example, in one data center project, the HVAC system installation was delayed due to incomplete electrical work in the same zone. Using Systems View, the project engineer quickly identified the bottleneck, reallocated resources, and adjusted schedules. This proactive management helped the team finish the system installation on time, preventing downstream delays and additional costs.
Industries like life sciences, manufacturing, and healthcare demand strict timelines, compliance, Strict timelines, compliance requirements, and intricate system interdependencies drive construction projects in industries like life sciences, battery manufacturing, and hospitals. Systems View empowers project managers to:
Systems View helps teams deliver complex facilities efficiently and predictably, whether managing cleanroom infrastructure, advanced manufacturing lines, or hospital surgical suites. By providing granular tracking, it enables earlier inspections, faster system sign-offs, and mitigates risks that could impact schedules or budgets.
Stay tuned as we continue to enhance Doxel's capabilities, bringing more tools to help you deliver projects on time and within budget.
Construction projects have long struggled with inefficiencies, fragmented workflows, and unmet expectations from technology. Using Doxel and Touchplan together offers a unified workflow for continuous improvement. Together, these platforms empower teams to reduce waste, enhance collaboration, and achieve outstanding project results.

"If teams use Touchplan alongside Doxel, it would provide excellent confirmation that what we have done is what we said we were going to do. It would also allow us to look forward in the progress charts and ensure our forecasts for activities align." said Project Controls Manager, CRB.
Transform your weekly planning from a manual, time-intensive process into a dynamic, digital workflow. Touchplan’s digital pull planning and Look-Ahead Planning tools enable real-time collaboration, helping teams anticipate roadblocks and ensure efficient planning at every project phase.
Doxel uses AI-driven progress tracking to provide live updates on project execution. By automating activity monitoring and delivering visualized progress insights, Doxel keeps site performance aligned with plans, ensuring accountability and maximizing productivity.
Touchplan and Doxel combine advanced technology with proven Lean Construction methods to create a unified workflow for continuous improvement. Teams can analyze progress trends, address inefficiencies, and refine workflows, driving success both today and on future projects.
Leaders like CRB are already experiencing measurable success, setting a new benchmark for construction excellence
Doxel is excited to partner with DCAC, the people’s conference designed to inspire and evolve the data center industry.
Doxel is excited to announce its participation in the groundbreaking Data Centre Automation Conference (DCAC) Live Europe 2024 conference, which will be held in Dublin, Ireland, from October 15 to 16, 2024.
Doxel is excited to partner with DCAC, the people’s conference designed to inspire and evolve the data center industry. Aligned with DCAC’s mission to disrupt, challenge, and foster collaboration, Doxel looks forward to contributing to the meaningful conversations and connections that propel visionaries, builders, and manufacturers forward in this fast-growing sector.
DCAC Live Europe 2024 will gather top industry professionals from the world of data center automation and focus on how cutting-edge technology can enhance critical infrastructure efficiency, scalability, and automation.
Doxel accelerates construction by automating progress reporting, identifying hidden issues early, preventing rework, and improving collaboration through visual data. Attendees will be able to see advanced Doxel features, including:
Doxel’s platform automatically leverages AI to track project progress, providing real-time insights into productivity, cost, and quality. This allows teams to make data-driven decisions, reducing delays and keeping projects on budget.
Doxel uses predictive analytics to spot potential risks before they turn into problems. This proactive approach helps teams avoid costly overruns and delays in projects, keeping them running smoothly and on time.
With Doxel, data is collected automatically throughout the project lifecycle. This allows for continuous progress monitoring and ensures stakeholders have visibility into every aspect of the construction process.
Doxel’s simple dashboards make complex data easy to understand and help teams make quick, informed decisions for better project results.
Visit Doxel’s table for live demonstrations of its AI-driven platform. See how automated progress tracking helps monitor, manage, and control every stage of your data center project. Meet with the Doxel team to discuss challenges and explore custom solutions tailored to your needs.
As the demand for data centers grows, effective and automated construction progress tracking is more critical than ever. DCAC Live Europe 2024 is a great opportunity for data center professionals to learn about the latest in automation and technology. With expert-led discussions, technical workshops, and solution showcases, attendees will stay ahead in the evolving data center landscape.
DCAC Live Europe:
Website: DCAC Live Europe 2024

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.