The playbook for B2B brands who want to exist when buyers ask AI who to call
Your Buyers Are Asking AI Who to Call. Are You in the Answer?
The official LLM visibility playbook for B2B brands who refuse to get left off the shortlist
Your next buyer might not Google you. She might open ChatGPT, ask who the best vendors are in your category, get a shortlist back in seconds, and start a conversation — and your website never gets a visit. That's not a future-state problem. That's already happening. This playbook breaks down the four visibility layers B2B brands need right now, how to measure whether you're showing up, and exactly what to fix first so AI systems can understand, cite, and recommend you before you ever get a chance to pitch.
Three versions of this movie
All of them end with your brand not on the list.
Here’s what we watch play out over and over: the B2B brand that has been saying the same vague thing for four years discovers their competitors are showing up in ChatGPT answers and they are not. Or the marketing leader who finally gets budget for content, then watches it disappear into thin AI-generated blogs that technically exist and do absolutely nothing for their brand’s credibility. Or the category leader who assumes their reputation will carry them into AI answers, only to find that “reputation” requires consistent, legible, current signals across the entire web — not just a homepage they last updated in 2022.
The pattern is the same everywhere: AI search is compressing vendor research into seconds. If your brand can’t be understood, cited, and recommended by the systems your buyers are already using, you are not losing at the proposal stage. You’re losing before you know there was a deal. This playbook is how you fix that.

but that's not all
What's inside the LLM visibility playbook
The four visibility layers (and why most brands are only doing one)
SEO. AEO. GEO. LLM visibility. They’re not the same thing, and pretending one covers the others is why brands with great content still don’t show up in AI answers. This section breaks down each layer, what it does, and what to fix first in each — without requiring you to throw out what’s already working.
The baseline prompt audit and Answer Share framework
(this is where most brands start doing something)
Before you touch a single page of content, you need to know where you stand. This section gives you the exact prompts to run across ChatGPT, Claude, Perplexity, Gemini, and Google AI Mode — and teaches you to track Answer Share, the metric that tells you whether buyers are finding you or your competitors.
What AI-legible content looks like (and the slop checklist)
Clear positioning. Consistent category language. Useful comparison content. Recent proof. Real point of view. This section shows you exactly what content builds signal vs. what technically exists but does nothing — plus the seven-step fix list you can start this quarter without blowing up what’s already working.
from maren hogan
Why this guide exists
I've been marketing B2B tech companies for 25 years, 20 of those in HR tech specifically. In that time, I've watched search evolve more times than I can count — and I've watched brands miss the curve every single time by assuming the old playbook would carry them through. AI search is not that different from every other channel shift, except that the penalty for ignoring it is invisible until it isn't. Your competitors get the shortlist mentions. Your buyers compress weeks of research into a single conversation. And your brand is absent in a way you can't see in your traffic dashboard. I wrote this guide because the fix is not complicated, but it requires you to understand what's changed — and stop pretending ranking on page one is still the whole game.

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ABOUT RED BRANCH MEDIA
Red Branch Media is the anti-agency agency, and yes, that distinction matters. We’ve worked with more than 200 B2B tech companies over 15+ years, with an 89% client retention rate that we’ll just let speak for itself. We’ve been trailblazers in AI implementation and ethical use since before it was a conference keynote topic — which means we are not writing about LLM visibility as observers. We are navigating it ourselves, and we’re bringing 200+ companies worth of pattern recognition with us. Maren Hogan has 25 years in marketing and very strong opinions about what “AI will change everything” means for B2B brands trying to get found. (She also has strong opinions about brands who think publishing more is the same as publishing better. Spoiler: it is not.) No long contracts, no proprietary systems holding your data hostage. Just smart, strategic marketing that moves the needle.
