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**“Factory Tested” Isn’t the Problem.

Apr 30, 2026

Where the Cost Shows Up Is.**


If you spend enough time around chiller plants, you start to notice something subtle.

The system meets spec.
The commissioning report is clean.

And yet… something doesn’t feel right once the seasons change.

Not broken.

Just not behaving the same way.


The Part No One Pushes Back On

Most process chillers are tested at the factory under the ambient conditions that exist at the time of production.

That’s standard practice.

It’s understood.
It’s accepted.

And to be fair — expanding that testing across the full range of environmental conditions would be:

  • Expensive
  • Complex
  • Logistically difficult

So naturally, there’s pushback when the idea comes up.

Because it would increase the cost of the equipment.

That part is true.


The Part No One Really Tracks

What’s rarely measured is the cost that shows up later.

Because when a system doesn’t behave correctly under:

  • Low ambient conditions
  • Seasonal transitions
  • Extreme operating envelopes

The cost doesn’t go back to the factory.

It shows up in the field.


A Familiar Scenario

A facility installs a new air-cooled chiller.

Everything looks right:

  • Factory tested
  • Properly installed
  • Fully commissioned

Then winter arrives.

And the system starts to behave differently.

  • Head pressure control becomes unstable
  • Cycling increases
  • Capacity control becomes inconsistent

No single “failure.”

Just a system that isn’t quite right under low ambient conditions.


So What Happens Next?

No one points back to factory testing.

Instead:

  • The contractor gets called back
  • The controls get adjusted
  • Field modifications start to happen
  • Time gets spent chasing stability

And eventually… the system is made to work.


But Here’s the Real Issue

That entire effort has a cost.

It just doesn’t show up where the original decision was made.

It shows up as:

  • Engineering hours
  • Contractor callbacks
  • Operational inefficiencies
  • Staff time
  • Risk exposure during tuning

And most of that cost is absorbed by:

The owner.


Why This Stays Invisible

Because the cost is:

  • Distributed
  • Delayed
  • Difficult to quantify

There’s no line item that says:

“Cost of unvalidated operating conditions.”

So it never gets fed back into the procurement decision.


And That Creates a Quiet Imbalance

Manufacturers optimize for build cost.
Engineers optimize for design and specification.
Contractors install and commission to the documents.

Everyone is doing their job.

But the system as a whole…

Leaves a portion of validation to the field.


Where the Burden Actually Lands

On the installing contractor.
On the commissioning agent.

But more importantly:

On the facility that has to live with the system.

Because commissioning, in many cases, becomes:

  • A verification exercise
  • A checklist process
  • A point-in-time validation

Not a full environmental stress test.


Air-Cooled Systems Make This More Visible

If your system is air-cooled, you’ve likely seen it:

  • Stable in moderate conditions
  • Less predictable at temperature extremes
  • Sensitive during seasonal transitions

That’s not always a design issue.

It’s often an untested condition issue.


Water-Cooled Systems Just Hide It Differently

The same gap exists.

It just shows up through:

  • Cooling tower performance
  • Wet bulb variation
  • Water-side control behavior

Different mechanism.

Same root problem.


The Pushback Is Understandable

No manufacturer is going to invest heavily in expanded environmental testing unless the market demands it.

Because yes — it would increase cost.

But here’s the question that rarely gets asked:

Compared to what?


The Cost Isn’t Eliminated

It’s Relocated

You can reduce upfront equipment cost…

Or you can reduce downstream operational cost.

Right now, the industry largely chooses:

Upfront savings.

With downstream variability.


What Changes the Equation

Not blame.

Not criticism.

Awareness.

When engineering teams begin asking:

  • What conditions were actually tested?
  • What happens at low ambient?
  • What behaviors are expected outside factory conditions?

It shifts the conversation.

And over time…

That’s what drives better products.


Closing Thought

This isn’t about pointing fingers.

It’s about recognizing where responsibility currently concentrates.

Right now, a significant portion of real-world validation happens:

After the system is already installed.

And the cost of that decision…

Rarely shows up where it started.


If your system required “extra attention” to behave correctly under certain conditions…

You’ve already seen this play out.

Most teams just haven’t connected it back to the source yet.


Martin P. King works with facilities and engineering teams to uncover hidden reliability risks in mission-critical cooling infrastructure.