AI Search Trends, Tips, and Tactics
Practical insights on AI search optimization, content strategy, and brand reputation engineering for SaaS teams.
Built on Research, Not Guesswork
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Built on Research, Not Guesswork ⁂
By Kaleigh Moore
Who Owns AEO? The Case for a Head of AEO Role (+ Job Description)
Head of AEO is a job that exists everywhere and nowhere simultaneously, scattered across a dozen job descriptions, measured by a dozen different metrics, optimized toward a dozen different outcomes.
The 4 Creator Types That Get Cited by AI
When you keep the definition of "creator" confined to "influencer we pay," you cut off 80% of the people who could be generating AI citations for you.
AEO Job Openings in 2026: Salary Data, Hiring Trends, and Market Insights
AEO and AI search job openings tracked across major brands. Discover salary ranges, which industries are hiring, and why this is the career move to make now.
How to Build an AEO Strategy From Scratch
The truth is that there's already a version of your brand living inside these AI models. It's your job, as the person tasked with "figure out AEO," to make sure that version is correct, up-to-date, and cross-verified by people outside your brand.
You do not need the 4,000-step checklist that every "Complete Guide to AEO" is trying to sell you. You need a handful of moves in the right order.
Creator AEO Is the B2B Playbook for the 90% of AI Citations You Don't Control
Creator AEO, the emerging term for creator-driven answer engine optimization, is the practice of earning AI citations through human expertise published on third-party surfaces.
“Creator” can take many shapes here: LinkedIn creators, B2B influencers, customer advocates, and even employees all fit under this umbrella.
How Google and LinkedIn's 2026 Updates Changed B2B Discoverability in AI Search
Google rebuilt its AI search experience to surface, label, and attribute independent voices. LinkedIn built a marketplace to help brands find and partner with them.
Together, these product updates are some of the strongest confirmations I've seen of the premise behind the Source Signal Stack, my framework for modeling why AI search cites one source over another.
LinkedIn Just Bet on B2B Creators. Your Brand Should, Too.
LinkedIn is rebuilding its platform to prioritize individual B2B creators' content over brand content. And because LinkedIn is already the #2 most cited domain for professional queries, this is a very big deal for brands working on AI search visibility.
Your Best Ideas Are Invisible to AI Until You Label Them
Over the past two months, I've been telling you about the Source Signal Stack: a framework for understanding which content signals LLMs trust when they decide who to cite.
Today, I want to dig into the prerequisite beneath all four layers that determines whether the content you produce through any of them actually becomes citable, or just gets absorbed into the model's general knowledge without attribution.
LinkedIn's AI Search Impact, By The Numbers
Here, you'll find a condensed synthesis of published research; citation data and methodologies belong to the original researchers cited throughout; this is not original research.
The strategic implication this brief draws: LinkedIn long-form articles and newsletters now function as AI search assets that AI models cite, in addition to being SEO assets that rank on Google.
How to answer "Is AEO Helping Drive Leads and Sales?"
If you’re going to invest in AEO, you need to be able to prove it out. Let’s get to the elephant in the room when it comes to AI search/AEO conversations: Are these efforts actually bringing your company leads and sales?
Leveraging Creators on LinkedIn to Improve AI Search Visibility
Find out how leveraging B2B creators on LinkedIn can help improve your AI search visibility when internal employees aren’t available to help with these efforts.
LinkedIn + B2B Creators: Borrowing Expertise When Internal Experts are Limited
If internal expertise is limited, you can supplement with specialized external B2B creators, influencers, and thought leaders in your niche for Layer 3 of the Source Signal Stack. (Reader, did you know "LinkedIn influencer" was a thing?)
These are people who already publish consistently, are in front of your ideal customers on LinkedIn, already have a defensible POV in your category, and have a track record of generating the kind of independent, cross-verifiable signal the Source Signal Stack was built to reward.
The Source Signal Stack: How to Win AI Search Via Employee SMEs Posting on LinkedIn
The Source Signal Stack is a four-layer map of the source signals (aka types of data LLMs cross-verify) when deciding which content to cite on a topic. Read the list top to bottom, and you’ll see there's a principle hiding in it that most B2B marketers have not yet fully articulated: the further a source signal originates from brand control, the more weight LLMs give it.
Your Employees are Untapped AI Search Potential
Every time an employee publishes original content under their own name, in their own voice, on LinkedIn, they're creating a source signal that AI can find, verify, and reference independently of your brand. That post, if it's substantive, specific, and consistent with their named area of expertise, has a 95% better chance of being cited by AI than a reshare of your company's content would. It's social media and AEO strategy.
SME Interviews and Reputation Engineering
Your SME interview isn't just you gathering quotes from third-party experts to improve the quality and trustworthiness of the content, but it’s also a source of entity signals, which are an important piece of how LLMs decide which content to cite.
AI Is Making All B2B Content Sound the Same
B2B content monoculture is here, and it's a direct result of an entire industry running the same AEO playbook at the same time. Here’s how you can differentiate your content in a sea of samness.
Keyword Ranking Vs. AI Search Citation Rate
The good news is that closing the gap between ranking well and getting cited doesn't require a full content overhaul. You just need to know exactly where you stand, which pages are closest to crossing over, and what's keeping them from getting cited.
Why Expert Interviews Are the Irreplaceable Step in AI-Optimized Content
LLMs prioritize original expert insights—but AI can't yet conduct interviews the way humans can. Here's how to prep, run, and extract gold from every SME call.
5 AI Tools I Use as a Fractional Head of Content
As a fractional head of content for enterprise SaaS clients, I'm running real content operations every week. That means tight timelines, high expectations, and no room for tools that look good in a demo but fall apart in day-to-day use.
How to Get Great Outputs from AI Writing Tools like Claude
My template walks you through every stage: how to prep your research so Claude actually has something to work with, how to build a brief that gets you a usable first draft instead of a generic one, how to pressure-test the structure before you write a single word, and how to land on a headline worth clicking.