AI Visibility Scorecard
Stuff by Sean
stuffbysean.com · Technology
Somewhat visible. AI bots can read Stuff by Sean, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Claude · Apple Intelligence · Meta AI
#667,361 of 2,707,397 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
50
Muse Index Score
iAI agent readiness
Agent-ready · 50/100
0
AI Adoption
iNone detected · 0/100
About Stuff by Sean
from our crawl and measurement
Stuff by Sean, based in Halifax, Nova Scotia, describes itself simply: "Whether it’s improving how teams collaborate, streamlining creative workflows, or making sure operations aren’t holding growth back, I bring structure that moves at the speed of your." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Person, FAQPage, Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.2/10, Stuff by Sean has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What does Stuff by Sean do?
Stuff by Sean is a solo consultancy where Sean Reibeling acts as your Fractional Business Ops lead or Chief of Staff. He helps fast-growing startups build the systems, workflows, and clarity they need to scale without burning out their team or runway.
What problems does Sean solve?
Bloated creative processes, fuzzy ownership, quick asks that turn into full projects. Sean brings speed and structure to messy operations so your team can focus on work that actually moves the needle.
How fast can we start?
If there’s a fit, Sean can start within a week. Most clients see meaningful improvements in the first 10 days.
What does fractional ops support cost?
Discovery calls are always free. Project-based work starts at $100/hour. Retained ongoing partnership starts at $5,000/month. Flat rates, no fluff, no surprises.
Who does Sean work best with?
Startups at the Seed to Series A stage, often in DTC, beauty, or consumer brands. If your team is overwhelmed and operating off vibes, it’s a good fit.
Can Sean help with marketing operations?
Yes. Sean speaks both Creative and Performance fluently. He’s built marketing functions from scratch and helped creative teams cut lead times by 25% without sacrificing quality.
Is this your brand?
The exact fixes for Stuff by Sean
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stuffbysean
Cite this score: Engagemii (2026). "AEO Score for Stuff by Sean." Retrieved from https://engagemii.com/aeo/brands/stuffbysean
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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