The Next Wave of AI Is Headed Toward the Factory Office

For the past few years, it seems like every discussion about artificial intelligence eventually turns into a conversation about job losses. The headlines often paint a picture of factories operating with only a handful of people while robots and AI systems handle everything else. It makes for an interesting story, but it doesn't necessarily reflect what is happening inside most offsite construction factories today.

What I see is something very different. Rather than replacing large numbers of employees, AI is beginning to take over many of the repetitive, time-consuming tasks that prevent managers and supervisors from focusing on what they do best. In many cases, the result could be a stronger, more efficient factory that grows enough to create additional jobs rather than eliminate them.

AI Isn't Coming for Your Job. It's Coming for Your Busywork

When people think about automation, they often picture robots on the production floor replacing skilled workers. While robotics will continue to play a larger role in manufacturing, most offsite factories still depend heavily on experienced people to build, inspect, transport, and set modules. The physical nature of the work, combined with the constant variations from project to project, makes complete automation far more difficult than many people imagine.

The first major impact of AI is more likely to occur in management, administration, planning, and support functions. These are areas where employees spend countless hours collecting information, updating spreadsheets, reviewing reports, creating schedules, tracking inventory, managing paperwork, and identifying problems before they affect production. AI excels at handling these types of tasks because it can process enormous amounts of information in seconds and present meaningful insights that would otherwise take days to uncover.

Instead of replacing managers, AI may simply become the most capable assistant they have ever had.

Better Decisions Start with Better Information

One of the biggest challenges facing factory management is making decisions with incomplete or outdated information. Production managers often discover material shortages after they begin affecting production. Human resources departments may not recognize employee turnover trends until valuable workers have already left. Quality issues sometimes remain hidden until they begin generating warranty claims or customer complaints.

Artificial intelligence has the potential to change that dynamic by continuously monitoring information and identifying patterns that might otherwise go unnoticed. A manager could begin the day knowing which production stations are likely to experience delays, which materials may become problematic, where safety concerns are emerging, and which projects are drifting away from schedule.

The important point is that AI isn't making the decision. It is simply providing the information faster and in a more organized format than humans can typically produce on their own. The manager still evaluates the options, considers factors that AI cannot understand, and ultimately decides what actions to take. Human judgment remains at the center of the process, but it becomes supported by better intelligence.

Efficiency Does Not Automatically Mean Fewer Employees

One of the most common misconceptions surrounding AI is the belief that every gain in efficiency leads directly to layoffs. Manufacturing history suggests the opposite is often true. When factories become more productive, they frequently become more competitive, and increased competitiveness often leads to increased demand.

A factory that improves scheduling, reduces errors, shortens production cycles, and improves quality becomes more attractive to customers. As more projects begin to flow through the operation, management often faces a new challenge. Instead of worrying about reducing payroll, it begins to look for qualified people to support growth.

Additional production workers may be needed to handle increased output. Quality assurance teams may expand as volume increases. Customer service departments may require additional staff. Project management, transportation, set crews, and field service personnel may all experience growing demand as the business captures a larger share of the market.

In many cases, AI may help create the conditions that allow factories to hire more people rather than fewer.

New Opportunities Will Follow New Technology

Every major technological advancement has created jobs that previously did not exist. The offsite industry is unlikely to be any different. As AI becomes integrated into factory operations, companies will need people who understand how to work with these systems and the realities of manufacturing.

Someone must validate recommendations, maintain data quality, monitor system performance, and ensure that automated processes align with actual factory conditions. New positions focused on production analytics, predictive maintenance, operational intelligence, workflow optimization, and AI coordination could become common over the next decade.

These roles may be particularly attractive to younger professionals entering the industry. Many Millennials and Gen Z workers are already comfortable using advanced technology and may find themselves uniquely positioned to bridge the gap between manufacturing operations and digital tools.

Rather than eliminating career opportunities, AI may create entirely new career paths that did not exist just a few years ago.

The Human Side of Manufacturing Isn't Going Away

One reality that technology advocates sometimes overlook is that factories are built around people. Every successful operation depends on communication, leadership, trust, problem-solving, and teamwork. Those qualities remain difficult to automate regardless of how sophisticated AI becomes.

A production issue can often be identified by software, but resolving it frequently requires experience, judgment, and cooperation among multiple departments. Employee engagement, workforce development, training, mentoring, conflict resolution, and leadership are all areas where human interaction remains essential. The ability to motivate a team during difficult times or build confidence during periods of rapid growth is not something that can be delegated to an algorithm.

The factories that thrive over the next decade will likely be the ones that successfully combine advanced technology with experienced people. They will use AI to handle information while relying on managers and supervisors to handle the human side of the business.

Modcoach Observation

I think many people in offsite construction are focusing on the wrong threat. AI is not preparing to walk onto the production floor tomorrow and replace the carpenter, electrician, plumber, crane operator, truck driver, or set crew member. Those jobs require adaptability, judgment, and physical skills that remain difficult to automate in the constantly changing environment of construction manufacturing.

What AI is likely to replace first are many of the repetitive administrative and analytical tasks that consume so much of a manager's day. Scheduling reports, inventory analysis, forecasting, safety monitoring, compliance tracking, hiring support, and production planning are all areas where AI can provide tremendous value. As factories become more efficient and competitive, many may discover that growth follows closely behind.

The real story may not be about artificial intelligence taking jobs. The real story may be about intelligent factories creating enough new opportunities that they end up hiring more people than ever before.

modcoach@gmail.com

Why Affordable Housing Remains So Hard to Reach

 

Affordable Housing Is Still Out There

For years, I have listened to people from every corner of the housing industry talk about the affordable housing crisis. Developers blame regulations. Builders blame labor shortages. Government officials blame developers. Housing advocates blame a lack of investment. Factories point to outdated construction methods. Lenders point to risk.

Everyone seems to have a different explanation, yet the problem keeps getting worse.

The more I think about it, the more I picture a hunter standing at the edge of a forest. Through the trees, he spots a deer. The deer is affordable housing. The hunter is the family trying to buy a home. The forest is everything standing between that family and homeownership.

The hunter can see the deer. He knows it is there. He knows he needs it. But between him and his goal are hundreds of trees, branches, and obstacles blocking a clear shot.

That may be the best way I can describe the housing crisis today.

Is Affordable Housing Even Affordable Anymore?

One question that keeps coming back to me is whether affordable housing is still an accurate term.

Housing prices have climbed. Land prices have climbed. Interest rates have climbed. Insurance costs have climbed. Utility costs have climbed. Development costs have climbed. Meanwhile, wages have increased, but not nearly enough to keep pace.

When many people talk about affordable housing today, what they often mean is housing that is slightly less expensive than market-rate housing.

That is not the same thing as truly affordable.

For millions of Americans, the dream of owning a home has not disappeared. It has simply moved farther away than they can comfortably reach.

The Offsite Industry's Promise

For decades, offsite construction has positioned itself as part of the solution.

In many ways, it is.

Factory-built housing can reduce waste, improve quality, shorten construction schedules, create more predictable outcomes, and help address labor shortages. Automation, robotics, AI, and improved production methods continue to make factories more efficient every year.

Those are real advantages.

Yet despite all those improvements, the affordable housing crisis remains stubbornly in place.

That has led me to a troubling observation.

The Factory Isn't the Problem

Many people assume the housing shortage exists because we cannot build homes fast enough.

I am no longer convinced that is the primary issue.

The modular and offsite industry has spent years improving production systems, reducing waste, increasing output, and embracing technology. Factories continue searching for ways to build faster, cheaper, and better.

But there is a reality that does not get discussed often enough.

Every efficiency gained inside the factory is often offset by inefficiencies outside it.

I believe that single sentence may explain more about the housing crisis than almost anything else.

A factory may shave thousands of dollars from production costs. It may reduce build time by weeks. It may improve quality and eliminate costly errors.

Then the home leaves the factory.

Suddenly, it encounters zoning restrictions, permitting delays, utility connection fees, impact fees, transportation costs, site preparation expenses, financing hurdles, inspection requirements, neighborhood opposition, changing code interpretations, and a dozen other obstacles unrelated to manufacturing efficiency.

The savings achieved inside the factory often disappear before the buyer ever sees them.

The Forest Gets Thicker Every Year

What makes the problem especially difficult is that every participant sees only part of the challenge. Factories focus on production, developers focus on financing, builders focus on scheduling, cities focus on infrastructure, housing advocates focus on affordability, lenders focus on risk, and homebuyers focus on monthly payments. Each group is dealing with legitimate concerns, but each is looking only at a small portion of the overall problem.

Very few people are looking at the entire forest. The result is a system in which everyone works hard, many people have good intentions, yet the outcome continues to fall short. Housing remains scarce, prices continue to climb, and affordability drifts further out of reach despite efforts across the industry.

A Systems Problem, Not a Production Problem

The longer I have been involved in this industry, the more I believe affordable housing is not primarily a construction problem. It is a systems problem. America does not lack people who want homes, developers willing to build them, or factories capable of producing them. What it lacks is a clear and efficient pathway from concept to occupancy.

Somewhere along the way, we created a process so complicated that even the best ideas struggle to reach the finish line. Projects take longer than expected, costs rise unexpectedly, affordable housing becomes less affordable, developers walk away from opportunities, factories operate below capacity, and families continue waiting. Those outcomes are not usually caused by a single failure but rather by a system that places obstacle after obstacle between housing demand and housing delivery.

Clearing the Forest

The offsite industry should absolutely continue improving manufacturing efficiency. It should continue investing in automation, AI, robotics, and better production systems.

But I believe the next great opportunity may exist outside the factory walls.

The companies, organizations, and public agencies that figure out how to simplify permitting, streamline approvals, reduce unnecessary barriers, improve financing access, and accelerate project delivery may ultimately have a greater impact on housing affordability than another production-line innovation.

Building homes faster is important.

Removing obstacles may be even more important.

Modcoach Observation

After watching this industry for decades, I have come to believe that affordable housing is not being held back by a single problem. It is being held back by hundreds of small obstacles that accumulate throughout the process. The offsite industry continues to make remarkable progress inside the factory, but every efficiency gained inside the factory is often consumed by inefficiencies outside the factory.

Until we begin clearing the forest rather than simply improving the rifle, the deer will remain visible but, frustratingly, out of reach for millions of American families.

Is Harbinger Modular’s WARN Filing Strike Three for This Factory - And Recent Update

When a factory with a proven track record hits the brakes, the entire industry should pay attention.

In February 2026, California-based Harbinger Production, the modular housing company formerly known as Factory_OS, filed a WARN notice indicating that up to 290 employees at its Vallejo manufacturing facility could be laid off. The filing cited a lack of new business and the loss of capital funding, with layoffs scheduled to begin in April and continue through June 2026.

UPDATE:

SALE PROCESS & DEADLINE This Sale Memo (the “Memo”) has been prepared by Harbinger Group (ABC), LLC, in its sole and limited capacity as Assignee for the Benefit of Creditors of Harbinger Group, Inc. (“Assignor” or the “Company”) for the purpose of running an accelerated sales process for the Company, its assets, or its intellectual property (IP) rights together or separately that were assigned by Assignor to Assignee on April 30, 2026.

Interested parties should click here to sign the NDA to begin diligence. Upon receipt, a link to the Company’s virtual data room hosted by SmartRoom will be sent to you. Company management is available to discuss the current status of the business, employees, and leadership team to facilitate more comprehensive diligence. Please coordinate with Assignee to establish diligence work streams to make a purchase decision and remit an offer, contingency or otherwise, before the deadline.  

Interested parties must submit a Letter of Intent (LOI) no later than the close of business on Friday, June 12, 2026. This is the offer deadline. LOIs must include the purchasing entity’s name, proposed consideration for the Company, its assets, or intellectual property (IP), terms of sale, and any contingencies. 

For many people in offsite construction, the news came as a surprise. Harbinger was not a startup with a PowerPoint presentation and a dream. It was a company that had successfully delivered thousands of modular housing units and had become one of the most recognized names in the industry. Yet even a company with completed projects, experienced leadership, and significant investor backing found itself facing the same challenge that has brought down many offsite manufacturers before it: keeping enough work flowing through the factory to sustain operations.

The Reality of Factory Economics

One of the harsh realities of modular construction is that factories are expensive to keep running.

This particular facility is now facing Strike Three. First, there was Blue Homes, followed by factory OS and a possible strike three in Harbinger.

Unlike traditional site-built construction companies that can scale labor up and down from project to project, modular factories incur substantial fixed costs every day. The building itself, equipment, utilities, maintenance, management staff, engineering teams, quality control personnel, and production workers all require steady revenue to remain viable.

When projects are flowing through the plant, these fixed costs are spread across hundreds of modules and thousands of labor hours. When the pipeline slows, however, those same costs become increasingly difficult to absorb.

According to reports surrounding the WARN filing, Harbinger cited a gap in its production pipeline and funding challenges as key factors behind the layoffs. Company representatives emphasized that they were actively negotiating new contracts and seeking additional business opportunities.

That statement highlights a reality many factory owners know all too well. A modular factory can go from being booked solid to facing difficult decisions in a matter of months.

Success Does Not Guarantee Stability

One misconception outside the industry is that once a modular factory becomes successful, it remains so.

History suggests otherwise.

Many offsite manufacturers have experienced periods of rapid growth followed by sharp contractions. Often, the issue is not manufacturing capability. It is the timing of projects, financing delays, permitting obstacles, interest rate increases, or developers' postponements of decisions.

Factories need consistent work, not occasional large projects.

A pipeline that looks strong on paper can quickly weaken when developers struggle to obtain financing or municipalities delay approvals. The result is often production gaps that create enormous financial pressure.

Harbinger's situation appears to be another example of how vulnerable even established offsite manufacturers can be when future projects fail to materialize on schedule.

What Happens to the Workforce?

The WARN filing affected workers across virtually every level of the organization.

Production workers, supervisors, engineers, warehouse personnel, administrative staff, and senior executives were all included in the notice. Reports indicated that positions ranging from production trainees to top leadership roles could be eliminated as part of the planned reductions.

That creates a secondary challenge for the industry.

Many of these employees possess specialized skills that are difficult to replace. Modular manufacturing requires a unique blend of construction knowledge, manufacturing discipline, logistics expertise, engineering coordination, and quality control experience.

When a factory downsizes or closes, the industry often loses trained workers who may never return to offsite construction.

Some move into traditional construction. Others enter unrelated industries where employment appears more stable.

Every factory closure or major layoff weakens the industry's talent pool.

Investors Are Watching

The Harbinger announcement also serves as a reminder that investors continue to scrutinize offsite construction.

Over the past decade, billions of dollars have flowed into modular housing, panelization, robotics, and construction technology. Some investments have produced strong results. Others have ended in highly publicized failures.

When a recognized modular company files a WARN notice affecting nearly 300 employees, investors take notice.

It reinforces concerns about project pipelines, market volatility, housing finance, and the industry's ability to generate predictable returns.

That does not mean investment will disappear. Housing demand remains enormous throughout California and much of North America. However, investors increasingly want evidence that factories can maintain consistent utilization rather than relying on sporadic project wins.

The Bigger Question

Perhaps the most important question raised by Harbinger's situation is not whether the company survives.

Company leadership has publicly stated that they are pursuing new contracts and do not intend to shut down operations.

The larger question is why the offsite industry continues to experience these boom-and-bust cycles.

The demand for housing remains substantial. The need for faster construction methods remains substantial. The labor shortage remains substantial.

Yet modular factories continue to face periods where production capacity exceeds available work.

Until developers, lenders, municipalities, and factory operators find better ways to build long-term project pipelines, these disruptions may persist regardless of how advanced the technology becomes.

Modcoach Observation

Every time a modular factory announces layoffs, people immediately start looking for someone to blame. Investors blame management. Management blames the market. The market blames interest rates. Interest rates blame the economy.

The truth is usually more complicated.

Harbinger's WARN filing should not be viewed as evidence that modular construction doesn't work. It should be viewed as evidence that factories need something more valuable than automation, venture capital, or publicity.

They need predictable work.

A factory can survive outdated equipment. It can survive management mistakes. It can even survive temporary losses.

What it cannot survive for very long is an empty production schedule.

And until our industry solves that problem, Harbinger will not be the last factory forced to make difficult decisions.

Does Your Offsite Factory Need a “Creative Box”

What if factory management replaced the dusty suggestion box with a weekly, public creativity ritual that employees actually wanted to use?

Walk through almost any factory today, and you may still find a suggestion box hanging on a wall. The problem is that many employees walk right past it. They have no idea if anyone ever reads the suggestions, whether ideas are taken seriously, or if anything changes as a result.

Now imagine replacing that box with something called the Creative Box.

How it would work

Employees submit ideas that improve safety, quality, production flow, maintenance, communication, training, or even morale. Once a week, during a lunch break, management opens the box in front of everyone and reads the new ideas aloud. Employees discuss them briefly and vote on the one they believe deserves a trial run. 

If the idea is implemented, the employee who submitted it receives a $100 Amazon gift card.

Why it might work better than a traditional suggestion box

The key difference is visibility.

Most suggestion programs fail because they disappear into a black hole. Employees submit ideas and never hear another word. The Creative Box turns idea generation into a shared event. People see that suggestions are read, discussed, and acted upon.

That visibility creates a feedback loop. Once workers see a coworker's idea implemented, they are far more likely to submit their own ideas.

The real value is not the gift card

A $100 gift card is nice, but it is not the main attraction. The real reward is recognition. Many factory employees know where time is being wasted, where materials are damaged, where communication breaks down, and where safety could be improved. They simply need a channel that feels genuine.

Publicly recognizing useful ideas tells employees that management believes innovation is not limited to engineers, supervisors, or consultants. Sometimes the best idea comes from the person operating the machine every day.

A small investment with potentially big returns

Consider the economics. A factory might spend a few hundred dollars a month on gift cards. If just one implemented idea reduces rework, shortens setup time, improves material handling, or prevents an injury, the program could pay for itself many times over.

Even ideas that are not selected can have value. They may reveal recurring frustrations or opportunities that management had not noticed.

Creating a culture of participation

The most important outcome may be cultural. Factories that continuously improve are usually the ones where employees feel comfortable speaking up. A visible, regular Creative Box program sends a simple message: we want your ideas, and we are willing to act on them.

That is a much stronger message than an old suggestion box quietly collecting dust on the wall.

Modcoach Observation

The biggest challenge is not getting employees to have ideas. It is convincing them that anyone is listening. A Creative Box could be a simple, low-cost way to prove that management is listening and willing to try something new.

Is the Outside Sales Rep Becoming Extinct?

AI, Marketing Automation, and the Future of Selling Modular Construction

A few weeks ago, I found myself asking a question that would have sounded ridiculous when I first entered the modular construction industry: Are salespeople still needed?

Not just in modular construction, but in manufacturing and construction generally. In a world of artificial intelligence, social media marketing, customer relationship management software, automated email campaigns, and AI voice assistants, where exactly does the traditional sales representative fit?

For those of you under forty, that may seem like an odd question. For those of us who spent decades in sales, it's a question that feels almost personal.

When Sales Was a Road Trip

Thirty years ago, when I worked as a sales representative for several large modular construction companies, selling was a very different profession. Most factories had a Sales Manager and a team of sales representatives covering assigned territories. We spent our days calling builders, developers, and contractors, trying to convince them to give modular construction a chance.

Cold calling wasn't viewed as an annoyance. It was considered a skill.

I remember loading up my car with brochures, floor plans, photographs, and sample materials before heading out on road trips that often lasted three or four days. I'd schedule meetings with builders already doing business with our factory and mix in appointments with prospects who had never built a modular home in their lives. Those trips routinely covered 500 to 750 miles.

My Sales Manager encouraged it because he believed relationships were built face-to-face, over coffee or lunch, or by walking through a job site together. The more windshield time we accumulated, the more business we generated. At the time, nobody questioned the model. That was simply how sales worked.

Today's younger professionals may find it difficult to imagine. Many have entered an industry where information is available instantly, meetings are conducted through Zoom, and product demonstrations can be delivered through a smartphone. The sales world they inherited looks very different from the one many of us grew up in.

The Rise of Marketing Over Sales

Today, many factories view sales through a completely different lens. Instead of expanding sales departments, they're investing in marketing systems.

The title "Vice President of Sales" is increasingly being replaced by "Vice President of Marketing" or "Director of Growth." Rather than hiring additional road warriors to cover territories, companies are hiring digital marketing specialists, content creators, CRM administrators, and AI consultants. The goal isn't necessarily to eliminate sales. The goal is to automate as much of the selling process as possible before a human ever gets involved.

The first contact often isn't a salesperson anymore. It's software.

When a prospect visits a website, downloads a brochure, clicks an advertisement, watches a video, or submits a contact form, artificial intelligence begins collecting information. Follow-up emails are generated automatically, text messages are sent, online behavior is tracked, and additional content is delivered based on what the prospect appears interested in.

For factory owners trying to stretch limited budgets, this approach can be very attractive. Marketing software doesn't take vacations, doesn't call in sick, and doesn't need reimbursement for fuel, hotels, or meals. It simply works around the clock.

Meet the New Salesperson

Recently, I spoke with an expert who specializes in AI-driven CRM systems. During our conversation, she described a capability that genuinely stopped me in my tracks.

She explained that modern CRM systems can be programmed to listen for specific trigger words during phone conversations or identify them in emails and online forms. If a prospect mentions a key phrase related to financing, project timing, pricing concerns, or factory capacity, the software can automatically respond. Sometimes it continues the conversation itself through an AI voice assistant. Other times it asks whether the prospect would like to speak with a Solution Specialist.

That title caught my attention.

Not a salesperson. A Solution Specialist.

The person is real, experienced, and knowledgeable about the factory's products, capabilities, limitations, and pricing. But instead of spending days traveling from office to office, they're sitting at a desk, often inside the factory itself, waiting for highly qualified prospects to arrive through automated systems. In many cases, the software does most of the prospecting work before the human ever enters the conversation.

That may be the biggest shift occurring in sales today. The salesperson is no longer expected to find prospects. Technology is increasingly doing that job. The human being is being brought in later, when expertise and trust matter most.

The Day I Got Geo-Fenced

Then something happened recently that helped me understand just how far this technology has advanced.

On Memorial Day, I drove past a newly opened CarMax location near my home. Curiosity got the better of me, so I pulled into the parking lot. I wasn't shopping for a vehicle, wasn't planning to buy a vehicle, and simply wanted to see what the new facility looked like.

As soon as I entered the property, I noticed the vehicles were in a secured area that required customers to enter through the building. Since I wasn't seriously looking, I drove around the lot for a minute or two and headed home. That should have been the end of the story.

It wasn't.

By the time I got home, I had already received a text message suggesting vehicles I might want to consider. Over the next several days, my Facebook feed, social media accounts, and various websites were filled with CarMax advertisements.

The reason was obvious. I had been geo-fenced.

My brief visit had triggered a sophisticated marketing system that immediately categorized me as a potential customer and began targeting me with advertising. No salesperson ever approached me. No one handed me a brochure. No one asked if I wanted to take a test drive. The system took over.

As impressive as that technology is, it also raises an interesting question. If a company can identify a potential customer before the customer even realizes they're a prospect, how much of the traditional sales process can eventually be automated?

What This Means for Offsite Construction

That experience made me realize that what is happening in automotive sales is quickly spreading to construction, manufacturing, and offsite housing. Factories today can identify prospects earlier, track them more accurately, communicate with them more frequently, and nurture relationships more efficiently than any traditional sales team could have accomplished thirty years ago.

From a business standpoint, that makes perfect sense. The economics are difficult to ignore.

One experienced road salesperson can be expensive. Salary, commissions, travel expenses, lodging, meals, vehicle costs, and benefits add up quickly. Meanwhile, a sophisticated AI-driven marketing system can operate twenty-four hours a day, seven days a week, without ever requesting a hotel room or mileage reimbursement.

Many younger buyers actually prefer this approach. They often research products extensively before ever speaking with a company representative. By the time they finally reach out, they may already know the product specifications, pricing range, and competitive alternatives. What they want at that point isn't a sales pitch. They want answers.

The Human Element Still Matters

So does that mean the industrial sales representative is becoming extinct?

I don't think so. What I believe we're witnessing is a transformation rather than an elimination.

The future salesperson may spend less time knocking on doors and more time solving problems. They may spend less time searching for prospects and more time helping qualified buyers make informed decisions. In other words, the salesperson of tomorrow may look more like a consultant than a traditional salesperson, and honestly, that might be a good thing.

Young professionals entering the industry today may never experience those long road trips, diner lunches, builder meetings, and endless cold calls that defined an earlier generation of sales. They'll work with tools and technologies we couldn't have imagined when I started.

Yet one thing hasn't changed. People still buy from people they trust.

AI can create awareness. Marketing can create interest. Software can qualify leads. Eventually, however, someone still needs to answer questions, solve problems, build confidence, and help a customer make a decision. The tools, job titles, and processes may differ, but the human connection remains remarkably difficult to automate.

Even so, I have to admit something. If AI really does prove to be a better solution than the old way of selling, I'll still miss those 750-mile road trips.

Modcoach Observation

The sales reps of the future won't disappear. They'll simply spend less time chasing prospects and more time helping customers solve problems. Technology may get prospects to the front door faster than ever before, but trust is still built one conversation at a time, and that's something no software program has mastered yet.

Top 5 Offsite Straight Talk Articles for May 2026

I wanted to give everyone a second, or maybe a first look, at my top 5 articles for May 2026, from Offsite Straight Talk, my blog about the observations and questions we all have about what is happening in the Offsite Construction Industry.

Number 1

When a Modular Factory Hits Capacity, Why Don’t They Expand?

There’s a strange pattern in the modular construction industry that I’ve watched repeat itself for decades. A factory gets busy, really busy. The production line fills up six months out, salespeople are smiling again, builders are begging for production slots, and management starts talking about “carefully controlling growth.”

Then something interesting begins to happen.

Number 2

Cross Mods Came to Town… and Then Something Changed

On Saturday, May 11th, 2024, something happened in my hometown of Hagerstown, Maryland, that many people in the offsite construction industry believed could become a turning point for HUD-code housing in America. Kensington Woods officially opened as the first new community in the country to feature CrossMod homes on permanent foundations in an R1 residential-zoned neighborhood.

But sometimes the market has other ideas.

Number 3

When Offsite Construction Attracts the Wrong Experts

Every growing industry eventually reaches a point where it starts attracting outsiders looking for opportunity. In the beginning, an industry is usually too risky, too unstable, or too difficult for most people to pay attention to. The pioneers quietly struggle through years of mistakes, thin profits, skeptical lenders, workforce shortages, transportation issues, and customers who barely understand the product.

That’s when the advisors and consultants start appearing.

Number 4

The Most Dangerous Company in Offsite Construction May Never Build a Single Module

For years, modular factory owners worried about the same things every morning when they walked into the plant. Material costs. Labor shortages. Transportation delays. Backlogs. Interest rates. Finding enough set crews. Trying to keep quality up while speeding production up at the same time.

But something new is beginning to quietly move into the offsite industry that I don’t think enough people, especially older management, fully understand yet.

Number 5

Offsite Consultants Who Never Survived a Storm Are Now Teaching Others How to Sail

They say that industries that forget their history are often forced to relive it. 

In offsite construction, that warning should make every startup factory owner and every factory less than ten years old stop and think very carefully about who they are taking advice from.

The Mistakes Offsite Factories Simply Cannot Afford to Make

 

Everyone makes mistakes.

In offsite construction, mistakes happen every day. Most are small. A cabinet gets installed slightly off-center. A piece of trim gets damaged. A countertop arrives with a scratch. These issues are frustrating and costly, but they can usually be corrected without jeopardizing the entire project.

Other mistakes are very different.

Some errors begin in engineering or production and quietly travel through the factory, onto a truck, down the highway, onto the foundation, and eventually into the customer's hands. By the time they are discovered, fixing them can cost thousands of dollars, delay occupancy, create warranty claims, and damage a factory's reputation.

Over the years, I've visited many factories and talked with owners, production managers, engineers, quality control teams, and set crews. While every operation is different, there are several areas where mistakes simply cannot be tolerated or ignored.

Engineering Must Be Right the First Time

The most dangerous mistake in a factory is often one nobody can see.

When structural calculations, load paths, connection details, wind-load requirements, or transportation stresses are engineered incorrectly, every department that follows may perform their work perfectly and still produce a flawed product.

A framing crew can only build what appears on the plans. If the plans are wrong, the problem gets built into every module that follows.

The further that mistake travels through production, the more expensive it becomes.

Dimensions Matter More Than Most People Realize

A quarter inch may not sound like much.

But when two modules arrive on-site and fail to align properly, that small discrepancy can quickly become a major problem. Marriage walls, roof connections, floor systems, windows, doors, and utility chases all depend on dimensional accuracy.

Set crews should focus on setting modules, not on resolving avoidable factory mistakes.

Factories that consistently deliver quality products verify dimensions throughout production rather than assuming everything remains accurate from one station to the next.

Hidden Systems Deserve Extra Attention

Once drywall is installed, many mistakes disappear from view.

Plumbing rough-ins, electrical systems, HVAC components, and utility penetrations must be inspected carefully before walls are closed. A misplaced wire or improperly located plumbing connection may take minutes to correct during production, but could require days of expensive rework after delivery.

The best quality control programs focus heavily on the items customers will never see because those are often the most expensive problems to fix later.

Water Is Always Looking for a Way In

Every factory understands the importance of structural integrity, but building envelope performance deserves equal attention.

Improper flashing, poorly installed weather barriers, inadequate sealing, and insulation gaps can lead to moisture intrusion, mold, warranty claims, and unhappy homeowners years after a project is completed.

Water has remarkable patience. It may take months or years to expose a weakness, but eventually it usually does.

Transportation Is Part of the Construction Process

One reality that separates offsite construction from site-built construction is that every module must survive transportation.

Modules experience vibration, twisting, bouncing, and forces that most traditional buildings never encounter. Proper bracing, secure materials, and transportation-specific engineering are critical.

A perfect module leaving the end of the line is not truly complete until it arrives at the site in the same condition.

Revision Control Can Save Thousands

One of the least glamorous but most important functions in a factory is ensuring everyone is working from the same set of plans.

When engineering issues a revision, every department must be notified. Purchasing, production, quality control, transportation, and field personnel all need current information.

I've seen projects where one team was building from one revision while another team was working from a newer version. The resulting confusion cost far more than anyone expected.

Quality Control Is Not the Enemy of Production

When schedules get tight, quality inspections often feel like obstacles.

In reality, they are protection.

Every critical checkpoint exists because someone, somewhere, made an expensive mistake in the past. Skipping inspections to save time often creates delays that are far larger than the time supposedly saved.

The most successful factories understand that quality control does not slow production down. It is protecting production from itself.

Modcoach Observation

The factories with the strongest reputations are rarely the ones that never make mistakes. They are the ones who know which mistakes can be corrected and which ones can become disasters.

A damaged cabinet door can be replaced. A paint defect can be repaired. Even a missed material shipment can be recovered from.

But mistakes involving engineering, structural integrity, dimensional accuracy, hidden mechanical systems, and building envelope performance tend to follow a project for years.

The smartest factory owners I know have built systems around one simple belief: some mistakes cost minutes, while others can cost a reputation that took decades to build.

Innovation Isn’t Cheap Just Because the Salesman Says It Is

For decades, the offsite construction industry has been fascinated with innovation. Every year brings another wave of software platforms, robotics, automated saws, AI-powered scheduling systems, wall panel equipment, material tracking systems, or production management programs all promising to revolutionize the way factories operate.

Some actually do.

Some quietly disappear after draining hundreds of thousands of dollars from a company that was already struggling to keep margins healthy.

And some become very expensive monuments sitting in the corner of a factory collecting dust while everyone pretends not to notice them anymore.

The truth is that hearing about an innovation and buying it are two entirely different things. Unfortunately, many factory owners and upper management teams still confuse enthusiasm with strategy.

That confusion can become very expensive.

The Seduction of “The Latest and Greatest”

Innovation companies are often very good at presentations. The demonstrations are polished. The charts are impressive. The videos show perfectly organized factories with smiling workers and flawless production flow.

What they rarely show is what happens six months later after the installation crew leaves.

That is when reality begins.

Many innovations entering the offsite industry today are designed by people who have never worked inside a modular or panelized factory during a production crisis. They understand technology very well but sometimes underestimate the chaos of real-world manufacturing.

Factories are not laboratories. They are living systems filled with personalities, old habits, scheduling pressures, changing crews, builder demands, weather delays, supply shortages, and management styles that vary dramatically from company to company.

A new software platform or production system does not enter a clean environment. It enters an ecosystem already filled with procedures, politics, and existing systems.

That matters more than most people realize.

The Real Cost Begins After the Purchase

One of the biggest mistakes factories make is focusing almost entirely on acquisition cost.

That is usually the smallest part of the long-term expense.

The actual financial impact begins after the contract is signed. Installation costs often exceed expectations. Existing systems may need modification or complete replacement. Infrastructure upgrades may suddenly become necessary. Internet capacity, electrical service, networking equipment, production layout changes, and integration with existing software can quickly push the budget over the limit.

Then comes training.

Factory owners routinely underestimate the number of man-hours required to properly train employees on new systems. Productivity often slows dramatically during implementation. Some experienced employees resist learning the new system entirely. Others quietly continue using the old methods behind management’s back because they know those methods work.

Software companies love using the phrase “user-friendly.” That phrase means very little in an environment where production supervisors are already overwhelmed managing deadlines, shortages, service issues, transportation schedules, and labor turnover.

If the new system slows production even temporarily, frustration spreads quickly throughout the factory.

The Hidden Danger of Eliminating the Old System Too Quickly

One of the riskiest decisions a factory can make is to remove the old process before the new one has proven itself under real production conditions.

This happens constantly.

Management becomes excited about the new technology and decides to fully commit immediately. The old equipment is removed. The old software is disconnected. Procedures that employees understood for years suddenly disappear overnight.

Then the problems begin.

The new system may not communicate correctly with existing platforms. Production bottlenecks may appear in unexpected places. Employees may misunderstand programming procedures. Reporting systems may produce inaccurate data. Technical support may not respond quickly enough during critical production periods.

Now the factory is trapped.

The old system is gone, the new system is unstable, and production deadlines are still approaching every day.

This is where panic starts to creep into management meetings.

Every Innovation Needs A Trial Period

The smartest factory owners are rarely the first to buy something new.

They are usually the first to study it carefully.

Before introducing major innovations into production, there should be a structured evaluation process. Not a sales presentation. Not a trade show demonstration. A real-world evaluation.

That process should include visits to existing users who have been operating the system for at least a year. Not six weeks. Not during the honeymoon period.

Factory leadership should speak privately with production managers who actually use the system every day. They should ask uncomfortable questions. What problems appeared after installation? What slowed production? What surprised them? What additional costs surfaced later? Would they buy it again?

Those answers are often far more valuable than the original sales presentation.

A phased rollout is usually far safer than a complete replacement strategy. Running the new system alongside the old one for a period of time allows management to identify weaknesses before risking the entire production flow.

Unfortunately, patience is not always common when excitement about innovation takes over.

The Human Side of Innovation

Technology companies often underestimate one important fact.

Factories are still driven by people.

The success or failure of most innovation projects depends less on the technology itself than on whether employees believe management understands what they are being asked to do.

If workers feel a new system is simply being forced upon them because executives want to appear innovative, resistance grows quickly.

Experienced employees, in particular, become skeptical when management ignores their concerns during implementation. Many of those employees have survived previous “game-changing” technologies that quietly disappeared a year later.

Their skepticism is often earned honestly.

The best innovation rollouts usually involve production supervisors, floor leaders, and long-term employees early in the evaluation process. When employees feel included instead of replaced, implementation becomes far smoother.

Ignoring the human side of innovation is often where expensive mistakes begin.

Innovation Fatigue Is Becoming Real

There is another issue quietly growing inside the offsite industry.

Innovation fatigue.

Many factories have experienced years of nonstop promises about automation, AI, robotics, digital twins, advanced ERP systems, scheduling software, production tracking, and machine learning. Some of these tools are excellent. Others are still evolving.

But constant disruption creates exhaustion.

Employees begin tuning out management announcements because they assume another major change is coming next quarter anyway.

Meanwhile, upper management sometimes becomes addicted to the appearance of innovation itself. Buying something new can temporarily create excitement, attract investor attention, generate press coverage, and make leadership feel progressive.

Actually making it work long-term is much harder.

That is why some factories today are filled with partially implemented systems that never fully replaced the old processes they were supposed to eliminate.

Sometimes Doing Nothing Is The Smartest Decision

This may sound strange coming from someone who regularly writes about innovation, but not every innovation should be purchased.

Sometimes the smartest decision is waiting.

A factory operating profitably with reliable quality, strong scheduling, experienced employees, and stable builder relationships should not risk destroying that stability simply because a new technology looks impressive at a trade show.

Innovation should solve an existing problem.

If management cannot clearly define the exact operational problem being solved, the company may simply be buying expensive excitement.

That rarely ends well.

Modcoach Observation

The offsite construction industry absolutely needs innovation. Without it, the industry will never solve labor shortages, production inefficiencies, scheduling problems, or housing affordability challenges.

But there is a major difference between strategic innovation and emotional purchasing.

The factories that survive long-term will not necessarily be the ones buying the most technology. They will be the ones carefully evaluating what truly improves production, profitability, quality, and long-term stability before making the investment.

Because once the excitement of the sales presentation disappears, the factory still has to live with the decision every single day afterward.

And removing a bad innovation is often far more expensive than buying it in the first place.

The Final Days Before an Offsite Manufacturing Company Closes Its Doors

Most manufacturing companies do not collapse in one dramatic moment. There is rarely a loud announcement in the middle of the production floor or a single meeting where everyone suddenly learns the truth at the same time. In many cases, the final weeks feel strangely normal to outsiders. Trucks still arrive, machines still run, and employees still punch the clock. But inside the offices of ownership and upper management, something changes.

If you have spent enough years around manufacturing, especially in industries like offsite construction, you eventually learn to recognize the signs. They are subtle at first, but once you have seen them happen a few times, you never forget them. One of the earliest changes is communication. Management meetings become shorter and quieter. Conversations that once included department heads suddenly happen behind closed doors. Questions about the future are answered with phrases like “We’re working on it” or “We should know more next week.” The optimism executives once projected so naturally begins to sound forced.

The Weight Ownership Carries

For many owners, especially founders, a factory is not just a place that makes products. It becomes their identity. They remember the first machine they bought, the first major order they landed, the employees who stayed loyal for decades, and the years when everything seemed possible. Walking away from that is emotionally brutal, especially for owners who poured decades of their lives into the business.

In the final days, owners often change noticeably. Some become short-tempered over small problems because the pressure is crushing them from every direction. Others become strangely calm and detached, almost as if they have already accepted the ending internally, while everyone else is still hoping for a miracle. I have seen owners who once walked the production floor every morning suddenly stop coming out of their office. The door stays shut longer, phone calls get avoided, and eye contact with employees becomes difficult because they already know what may be coming. Deep down, many of them feel like they failed people they genuinely cared about.

When Cash Flow Becomes the Entire Conversation

At some point near the end, almost every management conversation revolves around one thing: surviving another week. Discussions are no longer about expansion, innovation, efficiency improvements, or next year’s projections. Instead, every conversation turns into a cash flow exercise. Can payroll be made on Friday? Which vendor can wait another week for payment? Will the bank extend a little more breathing room? Can another deposit come in quickly enough to keep operations moving?

This is where upper management teams often begin living hour to hour emotionally. Even managers who once thought strategically start operating entirely in crisis mode. The pressure changes people. It becomes difficult to think clearly when every decision feels tied directly to survival. Owners who once confidently approved investments now hesitate even over minor expenses because every dollar leaving the building feels risky.

Decision-Making Begins to Freeze

One of the strangest things about a company nearing the end is how difficult even simple decisions become. Equipment repairs get delayed, hiring freezes quietly appear, maintenance gets postponed, and marketing efforts disappear almost overnight. Projects sit unfinished because nobody wants to commit cash to anything that is not absolutely necessary.

Everyone understands decisions still need to be made, but every option seems risky. In healthy companies, management spends most of its time talking about the future. In struggling companies, leadership becomes consumed with avoiding mistakes today. That fear spreads throughout the organization faster than many executives realize. Employees begin sensing hesitation in every direction, and uncertainty slowly replaces confidence.

Employees Usually Know Before Management Admits It

Workers are far more observant than many executives think. They notice when vendors stop smiling, when materials arrive more slowly, and when managers suddenly begin whispering in corners. They notice when executives stop talking casually in the lunchroom and when department heads seem distracted during meetings. Most importantly, they notice changes in energy.

Experienced manufacturing employees can often sense when leadership has stopped believing. The atmosphere becomes heavier, conversations become cautious, and even production lines seem quieter somehow. Ironically, some companies become overly optimistic right before the end. Management starts talking about possible investors, huge opportunities, or major deals that could save everything. Sometimes those opportunities are real; other times, they are emotional lifelines because accepting failure after years or decades of fighting feels impossible.

Preparing for Life After the Shutdown

Another painful reality is that upper management often splits into two groups near the end. One group keeps fighting emotionally until the very last moment because they truly believe the company can still be saved. The other group quietly begins preparing for what comes afterward. Resumes get updated, recruiters get called back, and personal relationships with customers and suppliers suddenly become very important.

Very little of this gets discussed openly, but everyone involved carries enormous stress while pretending everything is still under control. In many cases, the people making the toughest decisions are getting only a few hours of sleep a night while trying to shield employees from the reality unfolding behind the scenes.

The Human Side of a Shutdown

I sometimes think the loneliest place in manufacturing is the office of an owner who knows the doors may soon close forever. Especially in industries like modular and offsite construction, factories often become extensions of family. Employees watched each other’s children grow up, built careers there, and entire communities depended on those paychecks.

Closing a factory is not just a financial event. It is emotional, personal, and deeply human. The sad part is that many employees on the production floor never fully understand how much pressure ownership was carrying during those final weeks. At the same time, ownership often fails to fully understand how frightened employees became as the company slowly unraveled around them. Both sides are hurting; they are simply hurting differently.

Modcoach Observation

After watching companies struggle over the years, I have learned something important. Businesses rarely die the day the doors close. Most begin fading long before that moment arrives. Sometimes it starts with cash flow problems, leadership exhaustion, repeated poor decisions, or simply losing the energy and belief that once made the company special.

In almost every case, the warning signs were there long before the shutdown announcement. The hardest part is that when people are living inside the crisis every day, those warning signs slowly begin to feel normal.

modcoach@gmail.com

Offsite Consultants Who Never Survived a Storm Are Now Teaching Others How to Sail

They say that industries that forget their history are often forced to relive it. 

In offsite construction, that warning should make every startup factory owner and every factory less than ten years old stop and think very carefully about who they are taking advice from.

The Downfall of Housing

The Housing Crash of 2008 didn’t simply slow modular construction down. It devastated it. 

Unlike many site builders who could pivot into remodeling, additions, insurance repairs, or smaller custom projects, modular factories carried an entirely different burden. Massive permanent facilities, overhead cranes, production equipment, transportation fleets, engineering departments, and payrolls still had to be paid whether homes were moving out the door or not.

Here are just some of the many modular factories that hit tough times back then and are gone forever.

Some factories survived through brutal cost-cutting, painful restructuring, loyal dealer networks, cautious expansion, and management teams that understood exactly how quickly momentum can disappear in this industry. Many others locked their doors forever. Entire production lines went silent. Skilled crews disappeared. Investors vanished. Communities lost employers that many thought were untouchable only a few years earlier.

What concerns me today is not that another 2008-style collapse is around the corner. It’s something different. I’m watching a growing number of consultants and advisors entering the offsite industry who never lived through that period, never managed through it, and in some cases don’t even know which factories disappeared or why they failed.

That should concern every startup owner sitting across the table from someone promising rapid growth, national expansion, automation strategies, AI integration, dealer acceleration, or “guaranteed scaling systems.” Advice sounds impressive when the market is healthy. Experience becomes priceless only when things stop going according to plan.

If a consultant advising your factory today cannot speak intelligently about the modular factories listed in this article that closed after 2008, what caused those failures, and what allowed other modular companies to survive, you should ask yourself a difficult question. Are you receiving guidance based on real industry scars and experience, or are you listening to theories built during good times?

Because in this industry, history doesn’t always repeat itself exactly. But it has a nasty habit of rhyming.

Modcoach Observation

There’s nothing wrong with new ideas, fresh technology, or younger consultants entering the offsite industry. Every generation brings something valuable to the table. But when a startup factory owner is betting millions of dollars, employees’ livelihoods, and investors’ trust on outside advice, they should make sure at least someone in the room has lived through the hard years and not just studied the success stories afterward. In offsite construction, experience isn’t simply knowledge. Sometimes it’s the difference between surviving the next downturn or becoming another empty factory everyone quietly forgets about.

modcoach@gmail.com