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7 min readBy Marcel Sattler

ChatGPT Headlines for Taboola & Outbrain: Cut Your CPM (2026)

On a cold Taboola or Outbrain account, the headline is your targeting. Here's the exact ChatGPT prompt workflow we use to write 10 low-CPM headlines in seconds and scale them.

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When you launch a brand-new Taboola or Outbrain account, you are not buying clicks.

— Marcel Sattler

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When you launch a brand-new Taboola or Outbrain account, you are not buying clicks. You are buying attention at the lowest possible cost per thousand impressions, and the only lever that moves your CPM in the first weeks is the headline. Get it wrong and you pay for reach you can't afford. Get it right and you reach a lot of the right people for very little money.

That's the real job of a native ad, and it's also why ChatGPT has become one of the fastest tools in the workflow. It won't replace your judgment, but it will hand you 10 usable headline drafts in seconds so you're editing instead of staring at a blank page.

I'm Marcel Sattler, founder of native-advertising.net, and since 2015 I've deployed more than $100M across Taboola, Outbrain, Newsbreak, MGID, Yahoo Native, Mediago, and RevContent for DTC, lead-gen, and affiliate offers. Headline writing is where most of those campaigns are won or lost, and below is exactly how I use ChatGPT to speed it up without giving up the creative edge.

Why CPM, not CPC, is the metric that matters on a cold account

Most people start a native campaign worried about cost per click. On a fresh account that's the wrong fear. In the beginning you want a low CPM, because your goal is to reach as many of the right people as cheaply as possible while the platform learns who your buyers are.

Native traffic on Taboola and Outbrain is broad by design. You start wide and narrow the funnel later. There is no precise interest targeting like you'd get on other platforms, so your headline and your image together become the targeting.

That's why you see ads phrased as "if you were born between X and Y" or "you may be eligible for this discount." The advertiser running that ad doesn't want a 30-year-old from Pennsylvania clicking. They want the 65-to-73-year-old who fits the offer, and the headline does the filtering before a single dollar of click cost gets wasted.

So before you obsess over CPC, write the headline that wins a cheap impression and screens out the wrong people. ChatGPT is what makes producing those headlines fast. If your offer is a DTC product, our ecommerce solutions page shows how this plays out at scale.

The "moment of next" — what your headline is actually selling

Picture where the ad appears. Someone just finished reading a news article, scrolls to the bottom of the page, and lands in that grid of recommendations. That's the moment of next: they're deciding what to read or click second.

In that grid your ad sits next to organic newspaper content and other advertisers. The ad has exactly one job, and it's not to sell the product. It's to sell the click. You're giving the person behind the screen a reason to click your headline instead of the dozen other things in front of them.

Two rules follow from that. First, be specific so you attract the right person. Don't promise "win $10,000" to everyone if the offer fits a narrow slice of people. You'll get clicks that never convert and burn budget. Second, be clickbaity enough to actually catch attention in that moment of next. Curiosity is what earns the cheap click.

The first ChatGPT prompt: 10 headlines under 60 characters

Here's the baseline prompt I start with. Using barefoot shoes as the example product:

"Write 10 clickbait headlines up to 60 characters each around the reasons people are buying barefoot shoes, with the intent of using them for advertising on Taboola."

Every part of that prompt is deliberate:

  • 10 headlines — enough for a real selection, not so many you're overwhelmed. You can ask for 20, 30, or 50, but 10 is the sweet spot to start.
  • Up to 60 characters — anything longer risks getting cut off and not displaying on every placement. Keep headlines as short as possible; the shorter, the better, so they render everywhere.
  • The topic — swap barefoot shoes for CBD gummies, solar, lead-gen, whatever you sell. The product doesn't matter to the structure.
  • "With the intent of advertising on Taboola" — this tells ChatGPT the context up front so the output is shaped for native, not for a Google ad or a tweet.

Hit enter and you'll get usable drafts immediately. From that first run, lines like "Why everyone is switching to barefoot shoes in 2024" and "Top 5 reasons barefoot shoes are taking over" came out genuinely strong. Swap the year to the current one and the structure still holds in 2026. Want this done for an affiliate offer? See our affiliate solutions.

The second prompt: don't mention the product

Here's the strategy we use in the majority of cases. Take the same ChatGPT window and add a second prompt:

"Write 10 new headlines but don't mention the product."

Leaving the product name out does two things. It packs more curiosity into the headline, so the prospect has to click through and read the advertorial to find out what's being sold. And it keeps you out of a fight you'll lose.

Think about what happens when you name the product in the headline. If barefoot shoes are trending, the reader who's already aware of them skips your ad and goes straight to Amazon, where they have an account, Prime, secure checkout, and next-day delivery. You just competed with Amazon and lost.

By withholding the product, you win the first click on curiosity, then use the advertorial to explain why your barefoot shoes beat the alternatives on Amazon — reason A, reason B, reason C. That's the order of operations: sell the click, then sell the product on your own page. This logic powers a lot of the case studies we've published.

Editing the AI output — where the human brain earns its keep

ChatGPT gives you a baseline. It does not give you the finished ad. Run that second prompt on barefoot shoes and you'll see the limits.

Some lines get killed on policy. "Doctor shocked by this simple footwear trend" reads like classic clickbait, and the native platforms' policies mean a "doctor shocked" angle may not get approved everywhere. Cut those before they cost you a disapproval.

Other lines are fine but lazy. ChatGPT kept landing on "the secret to healthier feet." It's a clean headline, but who actually cares about their feet? A minority of people have foot problems. The majority have back pain, spine issues, or bad posture — often caused by the wrong footwear in the first place.

So you take the angle one level up. Feed ChatGPT the real benefit:

"Now write headlines with the approach of back pain."

Same product, sharper angle. Now you're talking to a much bigger, more motivated audience, and you're speaking to a problem they already feel.

Multiple approaches: how one product becomes several campaigns

This is how we structure campaigns at native-advertising.net, and it's simple. One product, several approaches, each one written as its own angle:

  1. Back pain — "Why barefoot shoes are the right product for you if you have back pain."
  2. Seniors / age — "If you're over 65, these barefoot shoes are a game changer."
  3. Posture or another pain point — a third angle aimed at a different audience.
  4. A fourth approach — keep testing until the data picks the winner.

Each approach quietly targets a different audience even though there's no formal interest targeting on the platform. When you call out "over 65," the 35-year-olds skip it and the 65-plus crowd self-selects in. When you say "back pain," it's mostly people with back pain who click. The headline does the segmentation for you, which keeps your CPM low and your downstream conversion rate honest.

Run three or four of these approaches at once, let them compete, and scale the angle that converts. On a Taboola or Outbrain build, that's the whole game. Need this set up across networks? Our Taboola agency and Outbrain agency pages cover how we manage it.

Watch the full breakdown

Where to go from here

The takeaway is blunt: on a cold Taboola or Outbrain account your headline is your targeting, your CPM is the metric to protect, and ChatGPT is the fastest way to generate the 10 candidates you'll then sharpen by hand. Don't name the product, sell the click, and run three or four approaches so the data tells you which audience to scale.

If you'd rather have this built and managed for you across Taboola, Outbrain, MGID, and the rest, book a strategy call and we'll look at whether your account and offer are a fit. For more prompt workflows and campaign teardowns, browse our resources, and if you're running lead-gen specifically, start with our lead-gen solutions.

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