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In this newsletter, you’ll find;

📖 Skimmable and extractable are not the same skill

📣 Meta, TikTok, and ChatGPT roll out new ad tools

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📖 Skimmable and extractable are not the same skill

Ecommerce teams optimizing product pages for AI agents converged on a specific finding this year: agents evaluate pages programmatically, checking attribute completeness and whether claims contradict spec data, and a page failing either check gets skipped rather than penalized.

That standard has quietly become the model for a much bigger category of content than product pages.

Most content teams write for skimming: short paragraphs and bolded phrases that let a human’s eye land on what matters.

That skill produces content a human reads quickly. It does not reliably produce content a model can extract cleanly, because skimmable and extractable optimize for different things.

Test extraction against your own best-performing page

Take your highest-traffic article or guide and ask a model to answer three specific questions using only that page as source material, not the topic in general.

Where the model has to infer, combine two separate sentences, or guess at a qualifier the page never states outright, that’s a section a human skims past successfully, but an extraction pass fails on.

Skimmability and extractability diverge exactly there, and it’s usually invisible until you run the test.

Write the fact, then the frame, in that order

Human-oriented writing often leads with the frame, a story or analogy, arriving at the specific fact after the setup earns it.

That structure reads well. It also buries the extractable fact inside narrative context a model has to parse through first.

Flip the order for any sentence carrying a number, a specific claim, or a named comparison. State the fact plainly first, then add the framing or narrative color after it, in the same paragraph if the piece’s voice depends on it.

The fact survives extraction either way once it isn’t the thing doing the work of holding the reader’s interest.

Separate the two audiences instead of compromising between them

Trying to write one sentence that’s both a compelling human hook and a clean extractable fact usually produces a sentence that’s mediocre at both jobs.

Structure pieces with the narrative hook doing the human-engagement work up top, and a distinct fact-and-source section, plainly stated, carrying the extractable content.

Readers get the version built for them, agents get the version built for them, and building both at scale without slowing a content calendar is the production problem AirOps solves for teams running this at volume, the kind of capability gap its Marketing Leaders Reality Index found only 43.0% of teams got funding to close.

Neither audience is optional anymore. Writing for only one of them is a choice, just not one most teams are making on purpose.

📣 Meta, TikTok and ChatGPT roll out new ad tools

Three major platforms are expanding their ad products in very different directions. Meta is turning Instagram comments into DM leads, TikTok is taking creator content onto physical screens, and ChatGPT Ads is adding more of the controls advertisers expect from mature ad platforms.

The Breakdown:

Meta can turn comments into DMs - A new Instagram ads test lets advertisers choose up to five keywords and automatically send a private message when someone comments with one, making “comment X for more” campaigns much easier to run.

TikTok ads are moving beyond TikTok - Its Out of Phone program is expanding across Europe, letting brands place TikTok and creator content on screens in malls, supermarkets, universities, bars and other physical locations.

ChatGPT Ads gets automated bidding - The new Maximize results strategy automatically adjusts bids toward an advertiser’s chosen campaign goal, bringing more algorithmic optimization into the platform.

ChatGPT adds better targeting and attribution - Advertisers can separately target iOS, Android, and web, while new one-day view-through reporting measures conversions that happen after an ad impression without a qualifying click.

These updates show three different ways ad platforms are trying to capture more of the customer journey. Meta wants to own the conversation, TikTok wants its content to travel beyond the app, and ChatGPT is quickly building the optimization and measurement infrastructure advertisers already rely on elsewhere.

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Skimmable isn't extractable