Most contractors don’t have an AI problem.
They have a visibility problem.
You can walk into almost any electrical or mechanical contractor’s office right now and find the same thing: good people, solid processes, and more technology than they were using five years ago.
And yet—projects still fall behind. Margins still get squeezed. Issues still show up later than they should.
Not because teams aren’t working hard.
Because they can’t see what’s really happening early enough to change it.
Where the Breakdown Actually Happens
Let’s take a real, everyday scenario.
A foreman notices that material staging is slowing his crew down. It’s not a full stop—just enough friction to chip away at productivity. He mentions it in a field report. Maybe it comes up in a quick call.
Nothing urgent.
Meanwhile, over the next two weeks:
- The same issue shows up across multiple days
- Crews start working around it instead of fixing it
- Productivity dips just enough that no one escalates it
By the time it’s visible in the schedule…
It’s already cost you.
This is how most jobsite problems work.
They don’t explode—they compound quietly.
What AI Does Differently
AI isn’t valuable because it’s “smart.”
It’s valuable because it doesn’t get tired of paying attention.
Where a project manager might review a handful of reports, AI can look across:
- Daily logs
- Photos
- RFIs
- Schedule updates
…and connect something subtle but important:
“This same constraint has been mentioned 9 times in 6 days across 3 crews.”
That’s not something most teams catch in real time—not because they’re incapable, but because they’re busy running the job.
AI surfaces that pattern early enough for someone to actually do something about it.
A Practical Example: RFIs
RFIs are a perfect example of where contractors lose time without realizing it.
Individually, an RFI doesn’t feel like a big deal. But step back and look at them collectively, and you start to see patterns:
- The same types of questions coming up repeatedly
- Delays tied to specific trades or design gaps
- Certain engineers or stakeholders slowing response times
Most teams track RFIs as a log.
AI looks at them as a signal.
It can tell you:
- Which RFIs are likely to impact the schedule before they do
- Where coordination is breaking down
- What issues are repeating across projects
That’s not reporting—that’s foresight.
Why Most AI Efforts Stall Out
Here’s the mistake we see over and over:
Contractors think they need to “implement AI” like they implemented software.
So they look for:
- A platform
- A rollout plan
- A full transformation
And it stalls before it starts.
Because AI doesn’t work best as a big rollout.
It works best when it’s applied to specific, real problems your team already feels.
What Actually Works in the Field
The contractors seeing real results aren’t doing anything flashy.
They’re starting small and staying close to the work.
They’ll take something like:
- Daily photos from one project
- RFIs from a single job
- Safety observations over a two-week period
…and ask a simple question:
“What are we missing?”
From there, AI starts highlighting patterns.
The team reviews them, challenges them, and decides what matters.
That’s the Human-in-the-Loop Framework in action:
- AI surfaces the insight
- Your people apply context
- The job improves in real time
And just as important—your team builds trust in the process.
Golden Rule #2 in the Real World
There’s a reason we emphasize this with every contractor we work with:
AI gets you 70% there — your people finish the rest.
AI might flag that productivity is dropping in a specific area.
It won’t know:
- That a delivery was late
- That a crew was reassigned
- That weather changed your sequencing
That last 30%—the judgment, the experience, the decision-making—is where your team still leads.
AI just gets you to the truth faster.
The Bigger Shift Most Contractors Miss
This isn’t really about technology.
It’s about changing how your team operates.
Right now, most projects run on:
- Experience
- Instinct
- After-the-fact reporting
AI introduces something new:
Continuous feedback.
Instead of waiting for a weekly meeting or a schedule update, you start seeing signals daily.
And when that happens, something important shifts:
Your team stops asking,
“What went wrong?”
…and starts asking,
“What can we fix before it does?”
Where to Start (Without Overthinking It)
If you’re trying to figure out how this applies to your business, don’t start with AI.
Start with friction.
Where are your jobs consistently getting slowed down?
Where do issues keep repeating?
Where do you feel like you’re reacting instead of leading?
That’s your entry point.
Final Thought
The contractors who pull ahead over the next few years won’t be the ones who adopt the most tools.
They’ll be the ones who see problems earlier and act on them faster.
AI doesn’t replace your expertise.
It sharpens it.
Ready to See What You’re Missing?
If you want to explore how this looks inside your own projects:
- Book an AI Dream Session to identify real opportunities
- Run an AI in a Day session with your leadership team
- Or work side-by-side through AI Shadowing to apply this in real time
Dynaimix AI helps contractors turn everyday jobsite data into clear, actionable decisions—without overcomplicating the process.
People Say
We recently had Chris Carr present to our members on behalf of Dynaimix, and it was an overwhelming success. We had a full classroom, and the engagement throughout the session was outstanding. Many attendees who initially felt intimidated by AI left feeling empowered and confident in how they can begin applying it in their work.
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Brubacher engaged Chris , founder of Dynaimix, in a two-day mind-stretching exploration of current AI capabilities, future direction, and most importantly he outlined the likely impacts to our business. He introduced us to a variety of AI tools to explore using to increase efficiency. Some participants immediately identified ways to save hours per week while others began using AI-enabled tools to offset areas in which they lack skills. Chris is high-energy, kept our attention, and has been attentive in follow-up.
We had the pleasure of having Chris Carr present at our annual planning meeting at Oliver Fire Protection & Security, which is a critical event for setting the direction of our year. Our goal was to give our strategic leadership team a stronger understanding of artificial intelligence and how it will impact our business. Chris delivered his state of AI presentation and completely blew our team away. His depth of knowledge, paired with practical, real-world examples, made the topic both clear and compelling.
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I had the opportunity to bring Chris Carr to the NECA Districts 6 and 9 Summer Conferences on the North Shore of Hawaii, where he came in locked and loaded and delivered two impactful sessions—one for each district. What I appreciate most about Chris and the Dynaimix team is his genuine passion for what he presents and his constant focus on applying AI in practical, meaningful ways for the electrical contracting industry.
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I’ve had the opportunity to see Chris’s State of AI presentation multiple times, and each experience reinforced his strong grasp of AI—where it’s going, how quickly the landscape is changing, and what that means for electrical contractors. What sets Chris apart is his ability to take an incredibly complex topic and make it both approachable and immediately relevant to our industry.
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At the 2025 WICA Annual Convention in beautiful Lake Tahoe, Chris Carr presented on the State of AI for our Insulation Contractor and Associate members. He emphasized the importance of AI literacy, the role of AI governance through an AI council, and how to effectively pair AI with custom code to drive real business impact. Chris has a gift for explaining complex topics in a way everyone can understand, and the session was engaging and highly relevant. Our members found it captivating, the feedback was excellent, and I would highly recommend Chris and the Dynaimix team.
We were extremely pleased with the Program that Dynaimix provided for our Members. From the feedback I received from our Members, it was easy to understand and provided practical grass roots education on understanding how AI could increase time saving skills and knowledge about subject matter. The process of booking the presentation was seamless and the communication with dynAimix leading up to the event was outstanding. We look forward to hosting another presentation with them in the near future.
We had the privilege of having Chris Carr present to our leadership team after first seeing him speak at a peer group event. That experience led us to bring him in for a two-day Intro to AI training where he covered the foundational elements of artificial intelligence. Prior to the training, Chris met with us to understand our business, which allowed him to tailor the content specifically to our needs. What impressed us most was his ability to explain complex concepts in a clear and easy-to-understand way.
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Partnering with Dynaimix AI has been a tremendous step forward for our organization. Their customized, in-person training reached more than 300 of our employees and consistently exceeded expectations. The sessions were engaging, practical, and highly relevant, and many team members shared that they learned far more about AI than they anticipated.
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Chris presented at our Annual Summer Membership Meeting for the National Electrical Contractors Association (NECA), Northeastern Illinois Chapter, and our members were absolutely blown away. The response was so strong that his team followed up with a two-day Intro to AI training for our members, hosted at our location in Illinois. The training was led by Todd Smith, and it was incredibly powerful, highly digestible, and easy to understand.
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Chris Carr
Mark Oestreicher
Todd Smith
Dan Callahan
Erin Larkin
Andrew Pilato
Dynaimix AI Public Speaking Schedule
One of the missions of Dynaimix AI is to educate businesses, industries, and professionals about the transformative impact of the coming wave of artificial intelligence. We aim to share insights into how AI will shape the future of work and provide practical lessons, techniques, and tactics to enhance AI literacy.
Below is our public speaking schedule. Please check back regularly, as new dates and events are added each week.