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Technically True: When Accurate Communication Creates the Wrong Understanding

Have you ever made a decision based on information that seemed perfectly clear at the time, only to learn something later that changed your understanding of what you'd chosen?

That happened to me recently over a bottle of Pinot Noir at Costco.

Since Oregon Pinot Noir is my favorite, I scanned the options with a clear goal in mind. When I saw Elouan Pinot Noir with a reasonable price point and Oregon prominently displayed on the label, I put it in our cart.

But when I poured a glass, something seemed off. It wasn't bad wine. It just didn't taste like what I thought I'd purchased. Oregon Pinots have a distinct taste, and this wasn't what I expected.

About a week later, I noticed the small print near the bottom of the back label: 

Made in California.

Wait. What?

I later learned that while the grapes are from Oregon, the wine is made in California.

Both statements are true. Yet what I understood when I put the bottle in my cart wasn't what I understood once I saw the fine print.

I felt a little duped. If I'd understood the distinction at Costco, I might not have bought it.

And that's when the question became bigger than a bottle of wine.

Because versions of this show up in business communication all the time, both externally and internally.

When Technically True Isn't the Whole Story

Think about what happens when someone encounters your communication.

They don't evaluate every sentence, claim, headline, footnote, and disclaimer separately. They take in what you've chosen to emphasize, combine it with what they already know, and form an understanding of what you're communicating.

Then they make decisions based on that understanding.

That's what happened with the wine. "Oregon" and "Pinot Noir" gave me the information I needed to make my purchasing decision. "Made in California" was also available on the bottle, but in small print near the bottom of the back label.

The information was there. My understanding was still different once I discovered it.

That raises a question worth considering:

What responsibility do we have for the gap between what our communication literally says and what people reasonably understand it to mean?

Because making information available isn't necessarily the same as communicating it clearly.

What Are People Likely to Understand?

The distinction shows up in business more often than we might realize.

Suppose your software plans are advertised as "starting at $99 a month." The $99 plan exists, but the features most of your intended customers need are available only at $299.

The question isn't whether $99 is a real price. It's whether emphasizing $99 gives the people you're trying to reach an accurate expectation of what they're likely to pay.

Or perhaps your product is described as "AI-powered." AI really is part of it, although it performs one relatively small function.

Will a prospective buyer reasonably understand AI to play a larger role because of the prominence you've given it?

Consider a case study announcing a 47% increase in conversions. The number is accurate, but the result may have come from one campaign, one customer segment, a short timeframe, or a particularly small starting number.

Does that context simply add detail, or does it materially change what someone understands the 47% to represent?

The same question applies to a "free assessment." There's no charge to take it, but receiving or fully understanding the results requires a sales conversation.

Would knowing that upfront affect someone's decision to participate?

Then there's "research shows." Research exists, but it may be a single study, industry-funded research, or evidence supporting a narrower conclusion than the communication suggests.

The research may substantiate a claim. Does it substantiate the understanding the claim creates?

Even testimonials can create this tension. Every quoted word can genuinely come from the customer, but removing enough surrounding context can change what the customer appears to be saying.

The words are accurate. Is the understanding?

And then there's the familiar "Only three spots left."

Perhaps that's completely accurate because the business decided to offer ten spots. But if spot number eleven will become available as soon as the first ten sell, what does "only three spots left" reasonably communicate to someone deciding whether to act now?

None of these examples automatically makes the communication dishonest.

That's what makes the issue worth examining.

It Happens Inside Organizations, Too

The same gap can develop when the audience is your own team.

A company describes its workplace as "flexible." Flexibility exists, but employees find that, in practice, it means working within specific hours or seeking manager approval for exceptions.

Or leadership announces a "realignment to better support strategic priorities." That's an accurate description, but employees later learn the realignment also means reduced budgets, positions that won't be filled, or significant workload changes.

Perhaps those details weren't intentionally withheld. But if they materially affect what employees understand the announcement to mean, leaders need to include them in the communication.

The gap can also exist between what leaders say and what an organization reinforces.

A leadership team tells employees that innovation is a priority, while workloads, performance measures, and incentives continue to reward short-term efficiency and predictable outcomes.

Both messages are communicating something. Which one will employees believe?

Internal or external, the issue is similar: people make decisions based on what they understand from the information we've given them.

Look Beyond the Individual Words

Accuracy matters. So does the understanding the communication creates as a whole.

Before approving an important customer campaign, internal announcement, proposal, presentation, or other communication, consider three questions: What are we emphasizing?

What gets the headline, prominent placement, repeated mention, opening paragraph, bold type, or biggest number?

Here's another way to test it: If someone reads only the headline, opening, and most prominent information, what will they believe we're telling them? What will people reasonably infer?

Based on what you've chosen to emphasize, what are customers, employees, investors, partners, or other stakeholders likely to understand? What will they discover later?

Will the price, proposal, sales conversation, contract, organizational decision, onboarding process, product experience, or fine print materially change what they thought they understood earlier?

Those answers don't have to be identical.

Some information naturally comes later. Context develops. No single piece of communication can contain every detail someone might eventually need.

But when there's a meaningful gap between what you emphasize, what someone reasonably infers, and what they discover later, you've found something worth examining.

The Fine-Print Test

There's one more question worth asking: Would making the qualifying information more visible materially change someone's understanding or decision?

A yes doesn't automatically mean there's a problem. It does tell you that the information matters.

Perhaps the qualification simply provides useful additional context. Or it may change how someone understands the more prominent claim.

Knowing which one you're dealing with lets you decide how you want to communicate it.

That's where discernment comes in.

Legal review can help determine whether a claim is permissible. Fact-checking can tell you whether you can substantiate it. Brand standards can tell you whether it sounds like your organization. Performance data can tell you whether it works.

But none of those answers this question: Does this communication give someone a reasonable opportunity to understand what they're being asked to choose before they choose it?

The Understanding We Create Matters

That bottle of Pinot Noir wasn't bad. It simply wasn't what I thought I'd purchased when I put it in my Costco cart.

The stakes in business can be considerably higher than choosing a bottle of wine.

Customers, employees, investors, partners, and other stakeholders make decisions based on what they understand from your communication.

Sometimes they later encounter a price, condition, limitation, organizational change, requirement, experience, or piece of fine print that changes that understanding.

You can't prevent every misunderstanding, and you're not responsible for every conclusion another person might draw.

But as a leader or communicator, you can consider whether the message you've created gives someone a reasonable opportunity to understand what they're choosing before they choose it.

Because good communication isn't measured only by whether the facts we state are accurate.

We also need to consider whether the understanding we create is accurate.

Accuracy matters. So does the understanding we create.

And when trust matters to the relationship, both deserve our attention.