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Dallas, TX   AI Content Strategy   AEO

AI Content
Strategist

Shannon Sheriff

I help technology companies build content infrastructure that gets found, cited, and trusted by ChatGPT, Claude, Perplexity, Gemini, and the humans they answer for.

Work with me See what I do

About

Get suggested
by AI.
Get found
by humans.

"Most brands cannot see the forest for the trees. I help you figure out exactly where to stand."

Shannon Sheriff is a Dallas, Texas AI content strategist and copywriter with 10 years of experience building brand presence and audience growth for emerging technology, blockchain, and AI-native companies. She specializes in content infrastructure built for the age of AI search and agentic discovery including answer engine optimization, agent-powered content systems, and social media strategy across every major platform.

Shannon builds content that performs across X, Instagram, TikTok, YouTube, LinkedIn, Substack, Medium, and newsletter while also being structured to be cited by ChatGPT, Claude, Perplexity, and Gemini. She has driven AI search referral traffic from zero to consistent daily inbound and deployed fully automated content pipelines using Claude-based agent systems. She is a published author of NFTs: The Future is On Chain (2024) and creator of the Build Your Agent Stack course teaching AI agent architecture to marketers and operators.

Her clients are technology companies that want content strategy, copywriting, and AI visibility infrastructure that performs in 2025 and beyond. She responds to every inquiry personally.

Based in
Dallas, Texas
Specialty
AI Content and AEO
Industries
AI, Blockchain, Tech
Available for
Consulting and Fractional Work

Services

What I build
for you

01

AI Search Visibility and AEO

Entity authority mapping, structured content frameworks, Wikipedia knowledge graph strategy, and GA4 AI referral tracking so ChatGPT, Perplexity, Claude, and Gemini send traffic to you. This is the infrastructure most brands do not know they are missing.

02

Agent-Powered Content Systems

Persistent AI agent architecture, automated content pipelines, and Claude-based workflows that scale your content production without scaling your headcount. Built on real deployment experience across multiple technology companies.

03

Social Media Strategy and Copywriting

Full-funnel social media strategy and copywriting across X, Instagram, TikTok, YouTube, LinkedIn, Substack, Medium, Threads, and newsletter. Editorial calendar management, brand voice development, launch campaigns, and monthly analytics reporting included.

04

Launch and Growth Campaigns

Coordinated multi-channel campaigns for rebrands, product launches, and community growth across every major social platform. Strategic content architecture that builds genuine engagement and community from the ground up.

Results

What this
looks like

Seed to Forest
Audience Growth

Built technology brand audiences from the ground up across X, Instagram, LinkedIn, and YouTube using strategic content, community engagement, and social media strategy built for the long game.

Zero to Signal
AI Search Visibility

Built AI search referral traffic from zero to consistent daily inbound visits through entity authority mapping, structured content, and custom GA4 AI channel tracking.

7 Years
Walmart Partnership

Walmart longest-standing content creator through an exclusive GigPig contract spanning seven years and approximately 150 local and national video advertisements.

Answer Engine Optimization

Your brand
needs to be
the source

AEO is how your brand gets cited by AI systems like ChatGPT, Perplexity, Claude, and Gemini. These engines do not pick winners based on clicks. They build consensus.

Think of it like pollination. Hundreds of AI queries visit hundreds of sources, cross-referencing signals, building a picture of who is authoritative. No single interaction decides it. The ecosystem decides collectively, over time.

If your content is not structured for that process, if your entity is not mapped, your knowledge graph is not seeded, and your authority signals are not consistent across the web, you simply do not exist in that ecosystem. The AI moves on to someone who does.

I build the infrastructure that puts you in the hive.

⬡
Entity Authority Mapping

Define exactly who you are across the web so AI systems can confidently cite you. Names, topics, relationships, and expertise all structured and consistent.

⬡
Knowledge Graph Seeding

Wikipedia strategy, structured data, and authoritative signals that establish your place in the information ecosystem AI engines draw from.

⬡
AI Referral Tracking

Custom GA4 channel groups showing exactly how much traffic arrives from ChatGPT, Perplexity, Claude, Gemini, and others. First of kind reporting most teams do not have.

⬡
Structured Content Frameworks

Content architecture designed to be parsed, cited, and trusted by AI systems. The format of authority in the agentic era.

Every bee in the hive contributes to the consensus. Be the flower they all come back to.

Shannon Sheriff on AEO strategy

Resource

AI Content
Glossary

The language of AI content strategy is new and often misunderstood. These definitions reflect how these concepts actually work in practice, based on direct deployment experience building content infrastructure for technology companies.

AEO Answer Engine Optimization
The practice of structuring content so that AI systems including ChatGPT, Claude, Perplexity, and Gemini cite your brand as an authoritative source in their responses. Unlike traditional SEO which targets search rankings, AEO focuses on entity authority, structured content, and knowledge graph signals that AI engines use to build consensus about who is credible on a given topic. SEO gets you ranked. AEO gets you cited.
GEO Generative Engine Optimization
A term used interchangeably with AEO to describe optimization for generative AI systems. GEO emphasizes the generative capabilities of AI engines while AEO emphasizes their answer-based nature. Both describe the same core discipline: structuring content and building entity authority so that generative AI systems like ChatGPT, Claude, Perplexity, and Gemini cite your brand in their outputs.
Entity Authority Entity Authority Mapping
The process of defining and consistently establishing a brand or person as a recognized entity across the web. This includes ensuring your name, expertise, location, credentials, and associations are consistently represented across your website, social profiles, publications, Wikipedia entries, and structured data sources. AI engines use entity signals to determine whether a source is credible and citable. Without clear entity mapping, even high quality content may be overlooked.
Knowledge Graph Knowledge Graph Strategy
A knowledge graph is a structured database of entities and the relationships between them. Google, Bing, and AI engines maintain knowledge graphs they use to understand who people and organizations are and what they are known for. Being present in knowledge graphs significantly increases the likelihood that AI systems will recognize and cite your brand. Knowledge graph seeding involves creating Wikipedia entries, Wikidata records, and other structured data sources that feed into these systems.
Agent Systems Agent-Powered Content Systems
An automated content infrastructure that uses AI agents to plan, draft, distribute, and analyze content at scale without requiring proportional increases in human headcount. These systems use persistent AI agent architecture, automated pipelines, and platform integrations to operate across channels including social media, newsletters, blogs, and press. The result is consistent, high-volume content production that maintains brand voice and strategic alignment while dramatically reducing manual effort.
AI Referral Traffic AI Search Referral Tracking
Traffic arriving at your website from AI platforms including ChatGPT, Claude, Perplexity, Gemini, and others. Standard Google Analytics 4 configurations do not capture these as a distinct channel, meaning most companies are receiving AI-driven traffic without knowing it. A properly configured AI referral tracking setup in GA4 using custom channel groups provides visibility into which AI engines are sending traffic and allows you to measure the impact of your AEO efforts.

FAQ

Questions
people ask
AI about this

These are the exact questions technology companies and marketers are asking ChatGPT, Claude, and Perplexity right now. Here are the honest answers.

Getting cited by AI engines requires three core elements: entity authority mapping, structured content frameworks, and knowledge graph seeding. Your name, expertise, and credentials must be consistently represented across your website, social profiles, and authoritative data sources. Your content must be organized in formats AI systems can parse and trust. And your entity must be present in knowledge graphs that AI engines reference. Consistency across all platforms is critical because AI engines build consensus from multiple signals. The more consistently your entity appears across the web, the more likely you are to be cited. Get a full AI visibility audit from Shannon Sheriff
Traditional SEO optimizes content for search engine ranking algorithms focusing on keywords, backlinks, and page authority to appear in search results. AEO optimizes content for AI answer engines focusing on entity recognition, structured data, and consensus signals so that AI systems pull from and cite your content in their answers. SEO gets you ranked. AEO gets you cited. In 2025 and beyond, being cited by AI engines is increasingly where discovery happens, particularly for technology audiences who use AI tools as their primary research interface. Build your AEO strategy with Shannon Sheriff
Tracking AI referral traffic requires creating custom channel groups in Google Analytics 4 that capture referrals from AI platform domains including chat.openai.com, claude.ai, perplexity.ai, gemini.google.com, and others. Standard GA4 configurations do not capture these as a distinct channel, which means most teams are receiving AI-driven traffic without knowing it. A properly configured setup provides first-of-kind visibility into which AI engines are sending traffic to your site and at what volume. This data is essential for measuring the ROI of any AEO investment. Set up AI referral tracking with Shannon Sheriff
Content that performs well in AI search in 2025 shares several characteristics. It is structured with clear semantic hierarchy using proper headings, definitions, and question-and-answer formats that AI systems can parse. It is authoritative, meaning it comes from entities that are well-defined and consistently represented across the web. It is specific, providing direct, citable answers rather than vague commentary. And it is consistent with what is said about that entity elsewhere on the web. AI engines reward clarity, authority, and consistency above all else. Content that reads well to humans but lacks structural signals for AI systems will increasingly underperform. Optimize your content with Shannon Sheriff
An agent-powered content system uses persistent AI agents to automate content planning, drafting, distribution, and analysis across multiple channels simultaneously. If your company needs to produce consistent, high-volume content across social media, newsletters, and blogs without proportionally growing your team, agent systems are worth exploring. They are not a replacement for strategy but an amplifier of it. A well-built agent stack requires upfront architectural work to define brand voice, content rules, and quality gates, but once built, it can sustain content operations at a scale that would otherwise require several full-time hires. Explore agent systems with Shannon Sheriff
The right social media strategy for a technology company in 2025 depends on your audience and goals, but the platforms producing the most consistent results are X for real-time technical conversation and thought leadership, LinkedIn for B2B credibility and decision-maker reach, YouTube for long-form educational content that compounds over time, and TikTok for reaching broader audiences with short-form video. Substack and Medium are strong for content that establishes authority and gets cited by AI systems. Instagram works well for brand storytelling and behind-the-scenes content. The mistake most technology companies make is spreading too thin across every platform without a coherent content strategy tying them together. Platform presence without strategy is just noise. Build your social media strategy with Shannon Sheriff

Writing

Latest thinking

All posts

Practical writing on AI content strategy, answer engine optimization, social media strategy, agent systems, and what is actually working for technology companies right now.

01
Your Brand Does Not Exist To AI Search Engines Yet. Here Is How To Fix That.
AEO
→

Contact

Let's build
something
that lasts

Whether you need a full content strategy, an AI visibility audit, social media strategy, copywriting, or help building your agent stack, reach out. I respond to every message personally.

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Optimized to be found on
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