writing – DK Consulting of Colorado

Safeguarding Content Quality Against AI “Slop”

May 31, 2025September 1, 2025Debra W Kahn (@debrawk.bsky.social)

We are privileged these days to be able to roll our eyes still at fakery created by generative AI. Think of the blurred hands and misaligned clothes in the Princess of Wales’ infamous 2024 Mother’s Day family photo. More recent and brazen examples exist in fake citations included in some lawyers’ depositions and even in the first version of the U.S. government’s 2025 MAHA (Make America Healthy Again) report.

But we likely won’t have that easy eye-roll privilege for long.

The recent iterations of generative AI models, such as ChatGPT 4o, Claude 4, and Google’s Gemini, include even more sophisticated reasoning and huge context windows—thousands of times the size of the original ChatGPT release. Generally, the longer the context window, “the better the model is able to perform,” according to quiq.com.

As I mentioned in my most recent blog post (“Leveling an Editorial Eye on AI”), the omnipresence of AI has the capability—and now the model power—to compound inaccurate information (and misinformation) a thousand-fold, collapsing in on itself. This endangers the whole concept of truth in our modern society, warns my colleague Noz Urbina.

Given this capability, what are reasonable steps an individual, an organization, and the content profession as a whole can take to guard against even the subtlest “AI slop”?

Leveling an Editorial Eye on AI

April 30, 2025June 5, 2025Debra W Kahn (@debrawk.bsky.social)

A colleague and I once pioneered using levels of edits to help manage the workload through our content department at a large high-tech firm. We rolled out the concept and refined it over time, all in the name of efficiency and time to market. What we were really trying to do was save our sanity.

We failed.

Or rather, the whole endeavor of developing and releasing educational content through a single in-house unit failed. All the work—from course design to release—was eventually outsourced. But I learned something valuable from the experience. (And I hope others did, too.)

You can’t outsource quality.

I think that’s as true in today’s world of generative AI as it was “back in the day” when I was a technical editor. But how does editorial refinement work in today’s hungry market for “easy” content? Let’s look at how it used to work, how people would like it to work, and how it might work better.

Turn Your Keynotes into Content Gold: Writing Tips for Speakers

March 31, 2025July 31, 2025Debra W Kahn (@debrawk.bsky.social)

I recently collaborated on an article with a colleague whose ability to speak extemporaneously impressed me. Not a skill I have ever had. Her delivery was confident, and her knowledge of the subject matter was deep.

But she was intimidated by a blank page.

Even when I drew up an outline for our collaborative article, she seemed to stumble through sentences and lose her way. Who knew?

Professional speakers know how to engage a live audience—but translating that spark into writing? That’s a different craft. The good news? By implementing a few golden strategies, your writing can carry the same power and authority as your voice on stage.

The key is to know what to keep from your speaking style and what to change.

The Art of the Unsaid: How Negative Space in Writing Boosts Engagement

January 31, 2025October 10, 2025Debra W Kahn (@debrawk.bsky.social)

What if your writing could be more powerful precisely because of what you don’t say? I’m not talking about redacted content, though that seems to be a popular topic these days. I’m talking about methods to inform and engage without drowning our readers in excess. I’m talking about leveraging negative space—not in the sense of page layout or white space, but rather in the sense of what’s implied, unsaid, or suggested rather than explicitly stated.

When used judiciously, negative space invites your readers to leverage their own expertise and imagination, ultimately deepening their connection to your message. The tricky part is to allow your audience to apply their experiences to your conceptual piece without causing them confusion or frustration.

Thistle-Tomes

December 30, 2024March 31, 2025Debra W Kahn (@debrawk.bsky.social)

The following are my 2024 short takes on all things content in life and work:

No one is an expert on AI yet. Take everything with a grain of salt.
Sustainability should be part of every content strategy and content project.
Lack of specificity on websites can be both a friend and an enemy. Vagueness can leave room for negotiation but also misinterpretation.
Jargon in customer-facing content can be a significant barrier to understanding and engagement.
Something I like to call “name theory” says that what you call something matters. And it doesn’t have to rhyme with “oom.”

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