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        Blog 2 col
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        Person digging through citations
        AISEO
        April 28, 2026By Doug Saltzman

        What Actually Gets Cited by ChatGPT (We Studied the Patterns)

        Everyone is writing “What is GEO” guides right now.

        Almost nobody is actually studying what ChatGPT cites, or why.

        So we did. Across dozens of commercial queries in our clients’ industries, we pulled the sources ChatGPT returned, compared them against traditional Google rankings, and looked for the patterns. Here’s what showed up in almost every answer.

        The #1 Predictor Isn’t What You Think

        If you had to guess, you’d probably say domain authority, or backlinks, or some algorithmic edge case only Neil Patel understands.

        It’s not.

        The single strongest predictor of whether a page gets cited by ChatGPT is structural clarity. Simple explanation is whether the page is built in a way an LLM can actually extract from. A Princeton, Georgia Tech, and Allen Institute for AI study found that 32.5% of AI citations come from comparison articles, not because comparison articles are better written, but because they’re structurally easier for a model to chunk.

        Domain authority helps, but a clean Reddit thread will get cited over a DR 85 marketing blog if the Reddit thread answers the question in 60 words and the marketing blog buries it in paragraph nine.

        Five Patterns We Saw Repeatedly

        01: The answer lives above the fold.
        Every cited page we studied had a direct, definitional answer in the first 100 words. Not an intro or a hook. A straight-up declarative sentence that a model could lift verbatim. If your content opens with “In today’s rapidly evolving landscape…” you are already out of the running.

        02: The entities are specific and named.
        Cited pages named the tools, the people, the studies, the companies, the frameworks. Vague pages lost every time. “Enterprise marketing platforms” gets beaten by “HubSpot, Marketo, and Salesforce Marketing Cloud.” The model cites the one that lets it build a knowledge graph.

        03: The structure is chunkable.
        H2s that ask the question a user would ask. Short paragraphs (3–5 sentences). Bulleted lists where bullets actually stand alone. If you have to read 400 words to extract a 50-word answer, the model won’t bother. It’ll cite the page that already did the extraction for it.

        04: Recency matters more than depth on fast-moving topics.
        For anything time-sensitive (prices, policies, product releases, 2026 trends), ChatGPT and Perplexity heavily favor content updated in the last 90 days. A thin but fresh article will beat a deep but stale one. This isn’t fair, but it’s how the systems behave.

        05: The page exists as a node, not an island.
        Cited pages link out to authoritative sources (studies, official docs, named experts) and link internally to related content. They behave like nodes in a knowledge graph, which is exactly what models are modeling. Orphan pages get ignored no matter how good they are.

        What This Means for Your Content

        Stop writing for humans who might skim.

        Start writing for models that will extract.

        This doesn’t mean robotic content, it means content with enough structural integrity that both a reader and an LLM can find the answer they came for in under 10 seconds. The best cited pages we saw were genuinely useful to humans and easy to chunk. Those aren’t competing goals anymore.

        The practical shift:

        • Lead every section with a standalone answer:
          A 40-60 word block that works if pulled out of context.
        • Name specific entities:
          No “leading CRM platforms.” Say HubSpot, Salesforce, Pipedrive.
        • Update aggressively on fast-moving topics:
          If your post says “2024 trends” in April 2026, it’s not getting cited.
        • Build clusters, not islands:
          Pillar + spoke structure. The system rewards topical density.
        • Treat structured data as a required input, not an optional nice-to-have:
          Schema gives the model the map.

        The Bigger Shift

        The agencies that figure this out in the next 18 months will build the category.

        The ones that don’t will keep sending ranking reports to clients whose traffic is getting quietly rerouted into AI answers they don’t show up in.

        We track both for our clients. If you want to see what your brand looks like inside ChatGPT, Perplexity, and Google AI Overviews, before your competitors do, that’s what we do.

        You’re not ranking anymore. You’re being cited… or you’re not.

        Read More
        You’re Not Ranking. You’re Being Indexed.
        SEOAI
        April 21, 2026By Doug Saltzman

        You’re Not Ranking. You’re Being Indexed.

        If your SEO strategy still involves a spreadsheet of keywords and a density percentage, you are optimizing for a version of the internet that no longer exists.

        In 2026, the gap between keyword-centric and entity-centric optimization has become a divide. Search engines don’t match strings anymore, they comprehend concepts. They don’t count how many times you say a word, they measure the salience of your entities.

        What is Entity Salience?

        Salience is a technical score (usually between 0 and 1) that an algorithm assigns to a specific person, place, or concept within your content. It’s a measure of how central that thing is to the meaning of your page.

        Google and the LLMs (Perplexity, Gemini, etc.) aren’t just scanning for the phrase “GTM strategy.” They are looking for the surrounding entities that prove you actually know what a GTM strategy is. Here’s what they’re actually looking for.

        • The Connective Tissue:
          Are you mentioning Customer Acquisition Cost, LTV, and Sales Velocity in the same breath?
        • The Hierarchy:
          Is your primary entity in the H1, or is it buried in the 3rd paragraph?
        • The Semantic Net:
          Are you providing enough attributes (founding dates, specific frameworks, proprietary data) for the machine to verify you aren’t just hallucinating?

        The Logic of the Knowledge Graph

        This is where the And Zeros philosophy hits the metal. Think of the internet as one giant knowledge graph… a web of nodes and relationships.

        When you publish a page, the goal isn’t to rank. The goal is to be indexed as a definitive node.

        If your content is vague or uses AI-slop adjectives, your salience score drops. The machine can’t figure out if you’re an authority or just a noise generator (but email me if you want to nerd out on noise generators.) If you use Structured Data to explicitly declare your entities, you are handing the machine a map. You’re telling it, “This node is the Founder, this node is the Framework, and they are connected by this Relationship.”

        Engineering for Extraction

        In the era of GEO (Generative Engine Optimization), you have to write for extraction. AI models don’t read your whole article; they chunk it.

        • The Answer-First Block:
          Start every section with a 50-word direct answer to the heading. This increases the salience of the entity in that section and makes you 10x more likely to be cited in an AI Overview.
        • Topical Integrity:
          Stop writing scattered posts my friend! If you want to own a topic, you have to build a cluster. 1 pillar page (the hub) and 10 supporting pages (the spokes). This tells the system that your domain isn’t just a site, it’s a topical authority.
        • Entity Resolution:
          Use consistent naming. If you’re “Samantha Smith” on your blog but “S. Smith” on LinkedIn, you’re making the machine work too hard. Consistency is a trust signal.

        Stop Counting, Start Connecting

        The Keyword Era (RIP) was about volume. The Entity Era is about Density and Relationship.

        If you provide the cleanest, most interconnected data, the gatekeepers will have no choice but to use you as their source. You aren’t just playing the game anymore, you’re providing the board.

        In case you haven’t figured it out yet, SEO isn’t dead—it’s the future. And that future is built on entities, not strings.

        Read More
        Death of the Follower
        Branding
        April 14, 2026By Doug Saltzman

        The Death of the “Follower”

        I’ve been watching the Brand space dissolve and reform for a decade, and 2026 is officially the year the old map burned.

        If you’re still trying to build a following, you’re playing a game that ended 3 years ago. Gary Vee hit the nail on the head: Social Media has evolved into Interest Media.

        If your brand signal is weak, Interest Media will treat you like static.

        The fundamental shift is this… the social graph is dead.

        It used to be that if you were cool enough to get 10,000 people to hit follow, you owned their attention. You had a captive audience. In 2026, the algorithm doesn’t care who you follow. It only cares what you are interested in right this second.

        Your brand isn’t competing with your competitors anymore. It’s competing with a viral cooking video, a niche AI-generated anime, and a cat playing a synthesizer (hell yeah tho, right?)

        Branding as High-Frequency Interest

        In an Interest Media world, branding is no longer a static PDF style guide. It’s a frequency.

        Most agency founders are still obsessed with consistency; using the same font, the same hex codes, the same boring corporate voice. That’s not a brand, that’s a uniform.

        A real brand in 2026 is an Interest Anchor.

        You have to engineer your brand signal so that when the “Interest Engine” (fka the algorithm) scans your content, it knows exactly which slot to put you in. If you’re too broad, you’re invisible. If you’re too corporate, you’re skipped. You have to be weird enough to be recognizable, but structured enough to be indexable.

        The Mechanics of the Vibe

        This is where the And Zeros logic comes in. You think vibe is an accident? It’s math.

        • The Attention Hook:
          Interest Media rewards the first 1.5 seconds. If your visual branding doesn’t have a pattern interruption built into its DNA, you’re toast.
        • The Semantic Bridge:
          You need to talk about your niche in a way that connects to other high-interest nodes. If I’m talking about GTM strategy, I’m also talking about high-end audio gear, and the philosophy of minimalism. Why? Because the Interest Engine sees the crossover in those audiences.
        • The Zero Crossing Pivot:
          This is my favorite part. You have to find the point where your expertise (the logic) crosses over into what people actually give a shit about (the interest).

        Stop Being a Business and Start Being a Signal

        In 2026, the most successful brands don’t look like companies. They look like channels.

        They provide a specific type of energy that a specific type of person craves. If you try to appeal to everyone, the Interest Media engines will interpret your brand as neutral, and neutral is just another word for archived.

        Go ahead and be a little too much. Use the bold colors. Lean into the technical jargon that only your favorite 1% of clients understand. Be the signal that cuts through the noise floor.

        Read More
        85872b9f-2cf6-4cb6-b376-74b8e917ea41
        Journal
        April 6, 2026By Doug Saltzman

        Finding the Signal

        In audio engineering, there is a concept called a Zero Crossing.

        It is the precise mathematical moment a waveform passes through the center line of a graph. It is the point of zero amplitude. In the studio, this is the only place you can make a cut or a transition without creating a pop, click, or a digital glitch.

        It is the only place where a transition is perfectly clean.

        And yes, I did go to school for audio engineering 😄 Arguably, the most lucrative Associates of Applied Science degree that exists.

        The Algorithm Noise Floor

        We are currently living in the loudest era of human history. Between the rise of generative AI and the shifting sands of platform algorithms, the noise floor has never been higher.

        Most brands and creators respond to this by simply turning up the volume. They post more, shout louder, and chase every fleeting trend. It’s honestly equally overwhelming as a consumer. But in a world of infinite content, volume doesn’t equal visibility. Volume just adds to the distortion.

        Engineering Visibility

        I’m Doug. I run a digital agency called And Zeros, and I’ve spent my life as a musician, audio nerd, and marketer. I’ve realized that the logic of a clean audio edit is the same as the logic of a successful brand.

        Visibility isn’t about shouting, it’s about signal.

        To surface work today, whether it’s a software product, a creative project, or an agency service, you have to understand the mechanics of the platforms you inhabit. You have to build a brand signal that the system can actually interpret and prioritize.

        What to Expect from The Zero Crossing

        This journal is an exploration of that intersection… where creative frequency meets digital logic.

        Every week, I’ll be breaking down:

        • System Architecture:
          How to build brands that are readable by modern systems, from traditional SEO and PPC to the new frontiers of AEO and GEO.
        • Platform Mechanics:
          A deep dive into strategies and development cycles that ensure your work actually surfaces in an algorithm-driven world.
        • The Clean Cut:
          Moving past marketing fluff to find the tactical points of transition. Where branding, tech, and even the rhythm of music inform how we move the needle.

        We’re moving away from the noise and toward the signal.

        — Doug

        Read More
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