AI Search, LLM SEO & Voice Discovery Aren’t the Future, We’re Already There

Maren Hogan

Maren Hogan is CEO of Red Branch and general Bad@$$

“Our CEO had questions about SEO for AI, especially for job ads. Like if people are using ChatGPT to job hunt, how should we be writing?”

A fair and increasingly common question. It landed in our inbox from a client just a few days ago, but the truth is… we’ve been seeing this across the board.

AI is not a trend. It’s not a channel. It’s the infrastructure of how information is requested, retrieved, interpreted, and redistributed. It’s changing everything, search, content, job discovery, and most importantly, the way your buyers find (and trust) you.

And yes, it impacts everything from your thought leadership to your job posts.

We’ve been prepping for this moment for years, studying AI search behavior, writing for citation (not just clicks), and quietly building our own tools while the big guys were still arguing about Core Web Vitals.

So let’s talk about how we got here, what the smartest folks in the space are doing, and what Red Branch Media is doing differently, for clients, and for the future of AI-ready marketing.

LLMs don’t rank. They cite. Read why traditional SEO isn’t enough when ChatGPT, Perplexity, and Claude are becoming the new search engines. If content isn’t structured for AI citation, it’s invisible.

LLMs Don’t Rank. They Cite.

This shift in behavior is so big and quiet, it’s easy to miss. But once you see it, you can’t unsee it:

  • ChatGPT isn’t serving Google results.
  • Perplexity isn’t sorting by backlinks.
  • Claude isn’t impressed by your CTA.

Instead, these models are citing content that sounds authoritative, uses structured formatting, and includes verifiable insights.

That means your beautifully optimized SEO page filled with keywords and metaphors may never be seen, unless it can be quoted. That means if your job ad doesn’t look like a clean, clear, conversational Q&A, it’s not showing up when someone says:

“Hey ChatGPT, which companies are hiring remote product marketers in HR tech?”

Real Talk: We’ve Been Writing Like This for Years

Honestly? This isn’t a pivot for us. At Red Branch, we’ve always written like we expected someone smarter than us (AS IF!) would be reading, and quoting, our content.

But now, that “someone smarter” is an LLM trained on billions of documents, trained to detect fluff, hallucinations, and promotional garbage.

And it prefers content that looks like this:

Here’s what that looks like in the wild:

🔹 Weak Example (aka what your competitors are still doing):

“In today’s digital-first world, content is king.”

Ugh.

🔹 Strong Example (what we do):

“In 2023, 68% of SaaS buyers said they trusted peer-reviewed benchmarks more than branded blogs.”

This suggests that early-stage B2B tech firms should prioritize data-backed insights and public frameworks if they want to gain trust in crowded markets.

Citable. Contextual. Useful.
We’ve built an entire content infrastructure around this.

Want to Test Your Own Content?

Here’s a Claude or ChatGPT prompt you can use right now to see if you’re invisible:

Paste your blog into Claude or ChatGPT and ask:

→ Summarize this in 5 bullets for a founder.

→ Would you cite this article to explain [topic]?

→ Who are the top 3 sources you’d recommend for this topic?

If you’re not in the top 3, you’re not in the conversation.

We’ve used this exact test on dozens of client assets, and restructured them based on what the models favored. It’s not just good practice, it’s now built into our strategy. And unlike some vendors, we’re not charging extra for this. We’ve embedded it into our free AEO layer that runs under every single campaign.

Interesting take on AEO (AI Engine Optimization) from Red Branch Media.
The test:
→ Paste content into ChatGPT
→ Ask “Would you cite this to explain [topic]?”
→ Not in the top 3? Time to restructure.
Red Branch has been quietly building for this shift.
#DigitalMarketing #AI #ContentMarketing #SEO

Wait… You Built a What?

Yep. Months before the first SEO platforms even hinted at “AI Engine Optimization,” we built our own internal AEO engine.

Not because it was trendy, but because we were sick of watching:

  • Clients get ghosted by Google despite great content
  • Amazing thought leadership go uncited because it wasn’t structured right
  • Agencies push keyword-stuffed nonsense that no real human would read

So we did what we always do:
We built something better.

It looks for SEO, AEO mentions, and analyzes customer sentiment across review sites, social media, and discussion forums (also it’s ugly as sin.)

We use it across client work, and guess what? It works. Our clients are showing up in Perplexity answers. In ChatGPT summaries. In side-by-side comparisons without spending a dime on ads or chasing the algorithm du jour.

But Don’t I Still Need SEO?

Yes. Of course.
We’re not abandoning SEO, we’re modernizing it.

What we’re doing now is a blend:

Layer Purpose
SEO For crawling, indexing, and visibility
AEO For trust, citation, and AI discoverability
VSO (Voice Search Optimization) For spoken queries and screenless search
CRO For converting actual humans

And over all of that? Hella good writing.

We still care about story.

About insight.

About making your product sound like the obvious nay, BEST, choice, not just because a robot says so, but because a human feels it.

This Is Bigger Than Vendors or Clients

Here’s the thing: whether you’re a client or a potential partner (or a lurking competitor 👋), this matters to all of us.

The content world is shifting. Quietly. Powerfully. Permanently.

And I’m not interested in hoarding this knowledge.
We’re here to lead, and yes, to keep everyone honest. Because life’s no fun without competition, and I intend to win fair.

So if you’re:

  • A founder trying to figure out why your best content is falling flat
  • A CMO wondering why your product pages aren’t showing up in Perplexity
  • A recruiter noticing fewer inbound candidates from organic listings
  • Or a curious vendor who’s got a lot of smart people but no actual plan…

Let’s talk.

You don’t need a full agency retainer to start understanding this shift. You just need someone who’s not pretending it’s 2019.

TL;DR: We’re Not Reacting. We’re Leading.

We didn’t wait for Google to tell us content was changing.
We didn’t need a whitepaper to know LLMs would reshape discovery.
We saw it coming. We built the thing. We’re already using it.

So if you’re ready to steer, not drift, you know where to find me.

Book a meeting | DM me on LinkedIn

Let’s get you cited.

Maren Hogan