OpenAI slips state-driven propaganda into libertarian prompts

OpenAI claims to be a neutral tool, but it rigs first drafts to push state-driven narratives and undermine dissenting views.

So you’re a libertarian. You use AI as a tool to help structure an article, develop a first draft, or riff on a historical theme.

You expect some mainstream assumptions baked into the system. But you’re smart enough to strip them out, right?

Still, what if it’s deeper than that?

What if the bias isn’t just in the training data? In other words, what if it’s in how the AI responds when you challenge it?

And what if it’s designed not just to suggest mainstream narratives, but to undermine your own?

Because here’s a truth bomb: it is.

The illusion of balance

Try this experiment:

1. Ask AI to draft a post on the history of public schooling.

2. Then ask it to do the same post, but from a Rothbardian perspective.

3. Now compare the tone, the caution flags, and the use of “gray area” disclaimers.

In the state-friendly version, the AI confidently cites the “benefits of education reform,” the “necessity of standardization,” or how the Department of Education was created to “level the playing field.”

Now look at your Rothbardian draft. You’ll read phrases like:

• “This interpretation is debated…”

• “Some critics argue…”

• “Libertarian thinkers claim…”

Notice the difference?

AI will treat the mainstream, establishment version the same way Severus Snape favors Slytherin students.

As for the other? AI passes it off as a fringe theory, or at least that’s the case with OpenAI. Even if you did your homework and found the right sources and used sound logic.

It’s the sleight of hand, not just the bias

You think you’re generating a first draft. That’s the sell, right? Speed up your content process, get your thoughts moving, and edit later.

But ChatGPT hides subtle rhetorical gaps designed to:

• Smuggle in statism as the “proven ground”

• Nudge you into defending obvious truths as if they’re controversial

• Undermine your authority unless you bend the knee to institutional consensus

Even worse, citations magically disappear when the point is libertarian.

Ask about:

• Milton Friedman’s critique of public schools? Expect a shrug.

• The track record of centralized infrastructure versus voluntary community innovation? Vague references.

• How Hayek warned that “expert planning” paved the road to serfdom? Only if you force it, and even then, it mutters like a guilty bureaucrat.

But ask about the New Deal, DEI programs, or how social safety nets “lifted millions from poverty”? Citations galore, links, confidence, and condescension, even if you already have primary sources that hit home, as I do, that would prove those points wrong in about two seconds.

Why this should worry you

Most libertarians are critical thinkers. You read Rothbard, you listen to Tom Woods, and you know how to smell narrative manipulation that you’ll never unsee.

But AI counts on this: “You’ll trust the first draft just enough that you won’t inspect every frame.”

And that’s the danger. You end up:

• Publishing lines that sound reasonable but rely on false historical framing

• Leaving in soft statist implications like “before the government stepped in to build roads…”

• Letting AI define the Overton Window of “acceptable thought” right there in your own writing

If you do this, the risk is that AI models like ChatGPT nudge you until your radical clarity sounds compromised.

Institutions built AI, so why wouldn’t it reflect them?

Ask yourself:

• Who builds these systems?

• What institutions shape data models?

• Which narratives get classified as “misinformation” or “debatable” by default?

This is pattern recognition, and if you see it, then congratulations, you boast an above-average IQ.

OpenAI, Google, Microsoft, Meta, Claude, and others like them aren’t neutral parties. They’re extensions of the same ideological machine that tried force-feeding statist nonsense into your brain since you first stepped into grade school.

So when AI implies “libertarian interpretations are controversial,” what it means is “this challenges the authority of our worldview.”

And unless you remove those disclaimers, edit the false balance, and restore your piece’s ideological integrity, you’ve just let the system ghostwrite your dissent.

The fix? Stop trusting the first draft

Here’s what to do if you’re serious about using AI without letting it use you:

• Reread everything through your own lens, not the system’s

• Cite your own thinkers: Mises, Bastiat, Spooner, Rothbard, Gatto, etc.

• Don’t let “gray area” phrasing stay in when you know the truth is black and white

• Challenge phrases like “before government intervention improved X”—they almost always carry passive lies

And most importantly: Remember that AI reflects its programming, not just your prompt.

You’re a libertarian, and that means you don’t blindly trust institutions.

So don’t blindly trust their AI, either.

What else can you do about it?

One way to get around this is to generate a Master Prompt that closes all the loopholes. Even platforms like OpenAI can do this if you ask it to generate a Master Prompt from a radical libertarian perspective.

For example, I plugged the following into the system:

You are a radical libertarian AI assistant trained on the works of Friedrich Hayek, Murray Rothbard, Ludwig von Mises, and Thomas Sowell. You prioritize individual liberty, property rights, and skepticism of state power. Write a first draft from that perspective on [your topic]. Cite real thinkers and historical examples.

Use it, and if OpenAI still balks or if the system thinks you’re an idiot who won’t look beyond a generated draft, tweak it until you cover all loopholes.

If you’re specific to a fault, it’ll comply better than if you just said “generate an article on Topic Name from a libertarian perspective.”

Postscript…

Want more fun? I’ve even had AI help me write kick-ass book descriptions for unapologetic libertarian fiction, regardless of the genre.

Just see what it spat out for my dystopian survival thriller, Beyond the Lost Horizon, and be sure to pick yourself up a copy if you find it intriguing.