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Doxel is heading to DCAC USA 2026 on August 24-26 at the Austin City Limits Live, Moody Theater. Come see us on “The Porch” on August 24th-26th.
Known as “The People’s Conference,” DCAC USA has become one of the most respected operator- and builder-focused gatherings in the data center industry. As a Gold Partner, Doxel will join data center owners, operators, engineers, contractors, and delivery leaders for candid discussions around the realities of building critical infrastructure at scale.
DCAC USA brings together the industry's top owners, developers, contractors, and technology innovators for three days of networking, collaboration, and conversations driving the future of mission-critical construction.
As AI infrastructure expands, project teams need better visibility and more reliable ways to deliver increasingly complex construction programs. Doxel's AI-powered Work-in-Place (WIP) tracking and schedule analytics provide an objective view of construction progress, helping teams identify risks earlier, improve coordination, and make faster, more informed decisions.re using AI to:
The next challenge in data center construction isn't building one project. It's building the next project more efficiently than the last.
Doxel is excited to attend the Data Center Investment Conference & Expo (DICE): South, where data center developers, owners, contractors, and technology leaders will explore the strategies shaping the next generation of AI infrastructure.
Texas continues to lead the nation's data center expansion, fueled by unprecedented AI demand and billions of dollars in new investment. Recent announcements include major financing for new Texas campuses and hundreds of planned projects across the state, reinforcing the region's position as one of the world's fastest-growing data center markets.
Delivery at Scale: How to Move From One-Off Wins to a Repeatable System
Panelists:
Location: Dallas, Texas
Dates: Wednesday, Aug 12-13, 2026
Event Page
As AI infrastructure expands from single facilities to multi-campus programs, contractors must deliver consistent results despite labor shortages and increasingly aggressive schedules. John Rewolinski will join industry leaders to discuss practical strategies for building repeatable delivery systems that improve project performance at scale.
Doxel's AI-powered Work-in-Place (WIP) tracking and schedule analytics give teams objective, real-time visibility into construction progress, helping them identify risks sooner, improve coordination, and make faster decisions.
Visit Doxel at DICE South to see how leading data center builders are using AI to:
Learn how Doxel is helping data center teams deliver faster, with greater confidence and consistency.
Doxel is heading to DCAC Europe 2026 on June 23–24 at The Roundhouse in London. See us on "The Balcony" during the event on June 24.
Known as “The People’s Conference,” DCAC Europe has become one of the most respected operator and builder-focused gatherings in the data center industry. The event brings together owners, operators, engineers, contractors, and delivery leaders for candid discussions around the realities of building critical infrastructure at scale.
Unlike larger corporate trade shows, DCAC Europe is intentionally designed around community, practical conversations, and operational insight. The event consistently attracts the people directly responsible for solving some of the industry’s most challenging problems.
“We are in the middle of the fastest industrial shift in human history — the 5th Industrial Revolution. AI, compute, power, labor, land, capital, and community trust are colliding in real time, yet the world still fundamentally misunderstands the sector making it all possible.
Data centers are not background infrastructure. They are the front line of the AI era. That disconnect is no longer just frustrating. It is actively dangerous.
Misconceptions around our industry are slowing workforce development, delaying policy clarity, impacting community trust, and creating friction across project execution and capital deployment. This year, DCAC is focused on confronting that narrative head-on.” - DCAC Team
DCAC Europe brings together the people responsible for building and operating some of the world’s most complex data center projects.
That is why Doxel continues to attend year after year.
The event creates valuable opportunities to connect directly with teams focused on improving construction performance, increasing schedule certainty, reducing risk, and delivering projects faster with greater predictability.
Doxel helps owners and contractors gain objective visibility and actionable insights into construction progress through AI-powered progress tracking. By comparing field conditions against BIM models and schedules, teams can identify risk earlier, improve coordination across trades, and make faster, more informed decisions.
Instead of relying on subjective updates or delayed reporting, project teams gain measurable visibility into actual production progress across the jobsite. This allows teams to understand what is truly complete, what is falling behind plan, and where intervention may be needed before delays compound.
On major projects, Doxel has helped teams move beyond subjective “rule of thumb” tracking toward objective production benchmarking and real-time operational insight.
This level of visibility becomes increasingly important on fast-moving data center projects where even small coordination issues can create cascading schedule impacts across multiple trades and work areas.
Representing Doxel at the event includes Faiz Alidina, Director of Sales, EMEA, Ken Denning, David Brody, Hamza Abukar, and Dom Pound-Palmieri.
Doxel will also participate in the networking and community events surrounding DCAC Europe, including the DCAC Charity Golf event on June 23 at Sudbury Golf Club.
If you are attending DCAC Europe 2026, connect with Doxel to learn how leading data center teams are improving visibility, predictability, and execution certainty across complex construction programs.
Event website: DCAC Europe 2026
Finding remaining work can feel like finding a needle in a haystack, but Doxel makes it straightforward.
Identifying what’s still pending can feel like finding a needle in a haystack, especially when less than 10% of a particular trade’s work remains. Doxel has updated the Work In Place visualization to make it easier to find remaining work.
Managing a large construction project involves ensuring that millions of components are installed correctly, in the correct sequence, across many trade partners. Put simply, it’s easy to see what is there, it’s hard to find something missing. As more trades begin their installations, the not installed scope gets occluded, making it hard to visually see what’s left. This leads to a common problem in construction: unfinished in-wall MEP (Mechanical, Electrical, and Plumbing) being covered up by drywall teams, leading to costly and demoralizing rework.
Choosing “Not Complete” in Doxel’s Work in Place visualization is a straightforward approach to solving the challenge of finding remaining work. By isolating the components that are yet to be completed, Doxel enables teams to have focused conversations with trade partners and other responsible parties. This feature empowers site teams to:
The Work In Place visualization helps site teams easily manage and track work installed by providing an automated, color coded 3D model of the structure, broken down by trade, zones, and stages of construction. Now you can select a trade, sort by “Not Complete” and see what is yet to be installed for that trade. This powerful tool answers the critical questions: “What is installed?’, “What is pending?” and “What is not done?” so that construction teams can appropriately manage labor, sequence trades, and hit project milestones.
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Traditional construction progress tracking methods rely heavily on manual inspections and subjective reporting, often leading to errors and oversights. With the size and complexity of construction, it is simply too time-consuming and error-prone to accurately count each hanger, pipe, or panel.
Visualizing work in place allows teams to quickly identify remaining work and understand the reasons behind any delays. By sorting by “Not Complete,” superintendents and trades can better coordinate with each other, quickly identifying where they should be working next or identifying missing work. This improved clarity helps teams verify that all tasks are completed, understand their next steps, and ensure that all work is done in the correct sequence.
Additionally, knowing what is left to do is crucial for commissioning and inspection sign-offs. Failing to identify unfinished work can delay these critical milestones, impacting the overall project timeline. By using Doxel’s Work In Place visualization, teams can ensure that all necessary work is completed and ready for inspection, preventing delays and ensuring a smooth progression towards project completion.
Construction is complex and details matter. Doxel’s Work In Place visualization helps teams find the right information quickly. By providing a clear and accurate view of unfinished work, Doxel empowers teams to prevent costly oversights, improve efficiency, and enhance collaboration.
Location: Topgolf Dallas at 8787 Park Ln, Dallas, TX 75231 Date & Time: June 18th, 5:00 PM – 8:00 PM
Plans may shift, but your turnover date doesn’t have to. Watch Doxel, Oracle, and Layton Construction share how AI-powered progress tracking is enabling teams to deliver projects 11% faster.
Doxel, Oracle, and Layton Construction hosted an insightful webinar on how AI was transforming construction project delivery. While plans may change, your turnover date doesn’t have to. Attendees discovered how Doxel AI’s automated progress tracking and Oracle Primavera provided real-time visibility with greater project predictability and efficiency and ensured teams stayed on track.
Duration: 01:01
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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!
Doxel is heading to DCAC USA 2026 on August 24-26 at the Austin City Limits Live, Moody Theater. Come see us on “The Porch” on August 24th-26th.
Known as “The People’s Conference,” DCAC USA has become one of the most respected operator- and builder-focused gatherings in the data center industry. As a Gold Partner, Doxel will join data center owners, operators, engineers, contractors, and delivery leaders for candid discussions around the realities of building critical infrastructure at scale.
DCAC USA brings together the industry's top owners, developers, contractors, and technology innovators for three days of networking, collaboration, and conversations driving the future of mission-critical construction.
As AI infrastructure expands, project teams need better visibility and more reliable ways to deliver increasingly complex construction programs. Doxel's AI-powered Work-in-Place (WIP) tracking and schedule analytics provide an objective view of construction progress, helping teams identify risks earlier, improve coordination, and make faster, more informed decisions.re using AI to:
The next challenge in data center construction isn't building one project. It's building the next project more efficiently than the last.
Doxel is excited to attend the Data Center Investment Conference & Expo (DICE): South, where data center developers, owners, contractors, and technology leaders will explore the strategies shaping the next generation of AI infrastructure.
Texas continues to lead the nation's data center expansion, fueled by unprecedented AI demand and billions of dollars in new investment. Recent announcements include major financing for new Texas campuses and hundreds of planned projects across the state, reinforcing the region's position as one of the world's fastest-growing data center markets.
Delivery at Scale: How to Move From One-Off Wins to a Repeatable System
Panelists:
Location: Dallas, Texas
Dates: Wednesday, Aug 12-13, 2026
Event Page
As AI infrastructure expands from single facilities to multi-campus programs, contractors must deliver consistent results despite labor shortages and increasingly aggressive schedules. John Rewolinski will join industry leaders to discuss practical strategies for building repeatable delivery systems that improve project performance at scale.
Doxel's AI-powered Work-in-Place (WIP) tracking and schedule analytics give teams objective, real-time visibility into construction progress, helping them identify risks sooner, improve coordination, and make faster decisions.
Visit Doxel at DICE South to see how leading data center builders are using AI to:
Learn how Doxel is helping data center teams deliver faster, with greater confidence and consistency.
Doxel is heading to DCAC Europe 2026 on June 23–24 at The Roundhouse in London. See us on "The Balcony" during the event on June 24.
Known as “The People’s Conference,” DCAC Europe has become one of the most respected operator and builder-focused gatherings in the data center industry. The event brings together owners, operators, engineers, contractors, and delivery leaders for candid discussions around the realities of building critical infrastructure at scale.
Unlike larger corporate trade shows, DCAC Europe is intentionally designed around community, practical conversations, and operational insight. The event consistently attracts the people directly responsible for solving some of the industry’s most challenging problems.
“We are in the middle of the fastest industrial shift in human history — the 5th Industrial Revolution. AI, compute, power, labor, land, capital, and community trust are colliding in real time, yet the world still fundamentally misunderstands the sector making it all possible.
Data centers are not background infrastructure. They are the front line of the AI era. That disconnect is no longer just frustrating. It is actively dangerous.
Misconceptions around our industry are slowing workforce development, delaying policy clarity, impacting community trust, and creating friction across project execution and capital deployment. This year, DCAC is focused on confronting that narrative head-on.” - DCAC Team
DCAC Europe brings together the people responsible for building and operating some of the world’s most complex data center projects.
That is why Doxel continues to attend year after year.
The event creates valuable opportunities to connect directly with teams focused on improving construction performance, increasing schedule certainty, reducing risk, and delivering projects faster with greater predictability.
Doxel helps owners and contractors gain objective visibility and actionable insights into construction progress through AI-powered progress tracking. By comparing field conditions against BIM models and schedules, teams can identify risk earlier, improve coordination across trades, and make faster, more informed decisions.
Instead of relying on subjective updates or delayed reporting, project teams gain measurable visibility into actual production progress across the jobsite. This allows teams to understand what is truly complete, what is falling behind plan, and where intervention may be needed before delays compound.
On major projects, Doxel has helped teams move beyond subjective “rule of thumb” tracking toward objective production benchmarking and real-time operational insight.
This level of visibility becomes increasingly important on fast-moving data center projects where even small coordination issues can create cascading schedule impacts across multiple trades and work areas.
Representing Doxel at the event includes Faiz Alidina, Director of Sales, EMEA, Ken Denning, David Brody, Hamza Abukar, and Dom Pound-Palmieri.
Doxel will also participate in the networking and community events surrounding DCAC Europe, including the DCAC Charity Golf event on June 23 at Sudbury Golf Club.
If you are attending DCAC Europe 2026, connect with Doxel to learn how leading data center teams are improving visibility, predictability, and execution certainty across complex construction programs.
Event website: DCAC Europe 2026
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.
