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Sorilbran Stone
Visibility Engineer · Founder, Five-Talent Strategy House · Detroit
I build the identity, evidence, and publishing infrastructure that helps search engines and AI systems understand, retrieve, cite, and recommend businesses, experts, and their work.
The long version
Built from the field.
Sorilbran Stone is a Detroit-based Visibility Engineer and founder of Five-Talent Strategy House. She builds the identity, evidence, and publishing infrastructure that helps search engines and AI systems understand, retrieve, cite, and recommend businesses, experts, and their work.
Sorilbran brings 16 years of B2B writing experience, proven organic-growth results, and current leadership across SEO, AEO/GEO, and AI visibility strategy. Her work sits upstream of answer optimization: establishing what an organization means, what it can credibly be associated with, and why a system should retrieve or recommend it.
As marketing lead at The Shelf, she oversaw the team responsible for generating more than $40 million in sales-qualified inbound pipeline between 2021 and 2025, with an average conversion rate across channels of 36%. That record includes $12.4 million from organic search, converting at 43%, and $3 million in AI-influenced pipeline. More than $1.7 million came directly from ChatGPT and converted at 42%. Read the case studies.
Over her career, Sorilbran has ghostwritten more than 60 guides and ebooks, including more than 40 for B2B brands, as well as articles for trade publications. She has built the website content, case studies, research reports, sales-enablement assets, LinkedIn strategies, and AI-assisted publishing systems that support search, trust, and revenue. She also led and published The State of Influencer Marketing research report in 2020, which was later included in a Statista dataset.
Her current work includes entity and AI visibility audits, canonical positioning, content architecture, authority signals, machine-readable briefs, and strategies designed for retrieval, citation, recommendation, and trust. She is the author of UnInvisible: An AI Visibility Playbook and creator of Signal Builder, a Notion Marketplace tool for diagnosing and scoring the strength of an entity’s minimum viable knowledge graph.
Sorilbran is an award-winning writer: her fiction work Cookie, the predecessor to The Tuesday Universe, won the Agnes Bruenton Award. She was also named one of 43 Women in SEO & AI to Follow in 2026. She has led workshops on AI visibility at the Digital Empowerment Summit and served as a featured instructor for Black Tech Saturdays’ Virtual AI series. Her insights have appeared in national and trade media including Vibe, Uptown, Vox, Marketing Brew, MarketingSherpa, Social Media Today, Yahoo! Finance, and Statista.
She also leads the funded Detroit Media and Innovation Lab, a civic visibility infrastructure initiative that applies the same search, AI visibility, content, and authority-building principles across an entire startup and innovation ecosystem. The initiative helps founders, organizations, and civic partners create stronger public records, clearer signals, and more durable visibility across search and AI systems.
In client work, Sorilbran has developed AI-Mediated Consulting systems for Claude Code founders and AI-native operators, working directly with a founder’s AI system to transfer strategic judgment and complete marketing activities. Her strength is building the roadmap, identifying visibility gaps, defining content and technical requirements, and aligning writers, developers, founders, executives, and marketing teams around the signals needed to improve organic performance, AI visibility, and category authority.
The timeline
How the work got here.
Music, an HR office, a glass block company, a hair salon, books, more than 60 ghostwritten titles, an agency’s inbound engine, and now AI visibility. It all connects. Here’s the order it happened in.
Music and the corporate office
Early career- Early careerMusic Business, Wayne State University
Studied music business in Detroit. Started out as a musician, years before marketing was the plan.
- Lead vocalist, composer, and lyricist, Atlantis Theory
Released the full album Pay Back What You Borrow. Sang lead and background vocals, composed, and wrote the lyrics.
- Early 2000sExecutive Assistant to the VP of Human Resources, Handleman Company
First big job, at a Fortune 500 company based in Troy, Michigan. Handleman was a music rack jobber, the primary supplier of music titles to Walmart back when CDs were a thing, with roughly 3,000 employees across multiple continents.
Owning the business
2006 – 2009- – Partner, American Glass Block
Co-owned a window installation company that became the top glass block distributor in its region within about two years. That growth is what got me curious about marketing.
- – Owner, Hair Nation
Opened and ran a hair salon alongside the window company.
Writing, then running the engine
2010 – 2025 · Metro Atlanta, then Detroit- – Freelance B2B and SEO writer, ghostwriter
Launched a writing career in Metro Atlanta in late 2010 and learned SEO on the job. Ghostwrote more than 60 titles (I stopped counting at 68), from B2B guides and ebooks to history and biography: dictators in history, Genghis Khan, Joe Biden, Liberace.
- Author, four self-published books
How to Look Good on Paper (2012, updated 2014; retitled The Freelancer’s Guide to Self-Marketing around 2022), 70 Cool Home Business Ideas for Women Who Think Outside the Box, The Virtual Assistant’s Toolbox, and The Bride, a novel based on the Book of Ezekiel. All four were unpublished in February 2026. Older listings may still appear with booksellers like Barnes & Noble and Everand. That’s the earlier chapter, not the current work.
- 2010sBylines, Uptown Magazine, FXQ Magazine, and Social Media Today
Feature writing for Uptown Magazine. For FXQ Magazine: interviews with Olympians and features on sports performance and data analytics in sports. For Social Media Today: a byline on influencer ROI.
- – Head of Content, then marketing lead, The Shelf
Joined a high-growth influencer marketing agency after writing for it as a freelancer, built the content team, and ran its inbound engine. Between 2021 and 2025, that engine produced more than $40 million in sales-qualified pipeline, including $12.4 million from organic search and more than $1.7 million directly from ChatGPT. See the case studies.
- Lead author, The State of Influencer Marketing
Led and published The Shelf’s industry research report, later included in a Statista dataset.
- Back home to Detroit
After 13 years building a writing and marketing career in Metro Atlanta, brought the marketing chops back home, while still running The Shelf’s inbound engine.
- Sole marketer, then fractional CMO, The Shelf
Ran every marketing channel solo after the team was laid off, then returned as fractional CMO through November 2025.
Visibility engineering, back in Detroit
2024 – now- Founder, Five-Talent Strategy House
Formed a Detroit-based AI visibility and entity architecture consultancy.
- Five-Talent Strategy House launches
Opened for client work.
- Workshop leader, Digital Empowerment Summit
How businesses become findable and recommendable in AI systems.
- Featured instructor, Black Tech Saturdays Virtual AI Series
AI for research: market scans, competitive insights, and best-practice discovery.
- Late 2025NORAH wins People’s Choice, Venture 313 Tech the Halls
A Detroit-informed go-to-market intelligence tool for founders.
- Author, UnInvisible: An AI Visibility Playbook
Published on Amazon.
- Instructor, Black Tech Saturdays Virtual AI Series
Using AI to find winnable markets.
- Creator, Signal Builder
Released on the Notion Marketplace: a tool for scoring the strength of a minimum viable knowledge graph and working through the build actions.
- Named one of 43 Women in SEO & AI to Follow in 2026
Tarun Gehani’s annual roundup.
- Invited featured speaker, National Business League conference
Invited to speak at the 126th National Business League conference. Declined.
- Lead, Detroit Media & Innovation Lab
A funded civic visibility infrastructure initiative for Detroit’s startup and innovation ecosystem.
Music and fiction
Ongoing- SongwriterThe Luv Files songwriting collective
Singles: “Blue Sky” (The Luv Files feat. Rib Stone and Paul Voss; lyricist and vocal arrangement), “Act Rite” (feat. Caleb Gutierrez; background vocals), “Mo Betta” (background vocals), and “If God Speaks” (feat. FJT).
- Vocals, No Trouble in Mind by FJT
Sang on “Gracie’s Sneakers,” alongside my two youngest kids, and on “Just Having a Moment.”
- FictionAuthor, Cookie, winner of the Agnes Bruenton Award
The award-winning fiction work that came before The Tuesday Universe.
- FictionAuthor, The Tuesday Universe
An ongoing body of fiction that grew out of Cookie.
The longer story is on Professional Evolution.
Recognition
Quoted, published, and on stage.
Where the work has shown up: national and trade media, bylines, industry lists, and workshops.
“One of the more practically valuable sessions I’ve been to — the kind where you leave with a different way of thinking about the problem rather than just a checklist.”
Digital Empowerment Summit
AI Visibility Workshop
Black Tech Saturdays · Virtual AI Series
AI Research Deep Dive: Market Scans, Competitive Insights & Best Practices
Black Tech Saturdays · Virtual AI Series
Using AI to Find Winnable Markets
Proprietary frameworks
The models behind the work.
These grew from studying how identity, evidence, content, search, and AI systems work together to create visibility, authority, and qualified demand.
LEE Model
The three conditions for AI visibility: Legibility, Eligibility, and Extractability. Systems must be able to understand an entity, have sufficient reason to use it, and isolate the information needed for a particular response.
Read the LEE model →Minimum Viable Knowledge Graph (MVKG)
The minimum signals needed, across different nodes and signal types, for AI systems and search engines to clearly understand who you are, what you do, and why you’re trustworthy.
Explore MVKG →Load-Bearing Nodes
Signals within a knowledge graph that carry outsized weight on its overall integrity. Some are visible and obvious. Others are hidden, and you won’t know they were load-bearing until they’re gone and the graph collapses around them.
Compensating Signals
Data and information placed on trusted channels to fortify areas of a knowledge graph where authority signals are weak or inaccessible: doubling down on what you have to offset what you don’t.
Hedge Signals
The language AI uses when it’s uncertain about you: “reportedly,” “appears to be,” “according to their website,” “limited information available.” Hedge signals are a diagnostic. They show exactly where a knowledge graph is weak.
Blue Puddles
Customized micro-markets built from first-party intelligence: the pain points your ICP keeps surfacing, the emerging asks in your industry, the deals you almost closed. Not trends from white papers. Signals from your specific market.
Read the origin story →The Translation Layer
The bridge between your value proposition and your prospects’ actual language. It reframes what you deliver in the pain point, ask, and intent language your ICP already uses, so they recognize themselves in your offer.
Want to be easier to find, trust, and choose?
Start with a conversation, or browse the services to find the right starting point.