AI Visibility Scorecard
Kim Doyal
kimdoyal.com · Technology
Borderline visible. AI engines can read Kim Doyal, but Domain Authority, Reference Presence and News & Press are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 12 times
Meta AI · Claude · ChatGPT · Apple Intelligence
67
AI Naming Predictability
iNamed occasionally · 67/100
Technology average 28
Top 6% of Technology
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Agent-ready · 40/100
Technology average 17
See what's behind this score →0
About Kim Doyal
from our crawl and measurement
Kim Doyal describes itself simply: "AI educator and builder helping midlife women entrepreneurs go from AI users to AI builders through vibe coding. 18+ years in digital marketing. Founder of AI Spark Studios." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 4.0 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Person, Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 12 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and GPTBot (ChatGPT).
- Company ·
- Kim Doyal
- Website ·
- kimdoyal.com
- Industry ·
- Technology
- Location ·
- WY
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 7, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 4/10, Kim Doyal is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
Frequently Asked Questions
What is vibe coding?
Vibe coding is a term coined by AI researcher Andrej Karpathy to describe a new way of building software — you describe what you want in plain language and let AI write the code. It's not traditional programming and it's not drag-and-drop. You're directing AI to build custom tools, apps, and systems using your expertise and judgment instead of syntax. Kim teaches this approach specifically for entrepreneurs who want to build assets for their business, not just use off-the-shelf tools.
Do I need a technical background to build with AI?
No. Kim built a 33-agent AI operating system and a multi-tenant SaaS platform without a computer science degree, using tools like Claude by Anthropic, Supabase, and Vercel. SPARK Lab is designed for entrepreneurs who don't consider themselves technical but want to move beyond using AI for chat and content into building real tools for their businesses.
What is SPARK Lab?
SPARK Lab is a monthly membership where solopreneurs get access to real AI tools designed for business use, plus monthly build sessions showing exactly what Kim is building and why. Founding member pricing is $10/month and locked for life. You can see what Kim is building in public on her YouTube channel and read her latest thinking on Substack.
Who is Kim Doyal and what is AI Spark Studios?
Kim Doyal is the founder of AI Spark Studios, an 18-year digital marketing veteran, and a builder who practices in public. AI Spark Studios is where she builds AI-powered tools, apps, and systems for her own business and shows other entrepreneurs how to do the same — through SPARK Lab, her blog, and her Work With Me services for businesses that want bespoke solutions.
What's the difference between SPARK Lab and working with Kim directly?
SPARK Lab is self-directed — you get AI tools and monthly build sessions to learn and implement at your own pace. Work With Me is done-for-you — Kim builds custom AI tools, agents, and systems specifically for your business. SPARK Lab starts at $10/month. Custom projects are selectively open and start at higher investment levels.
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The exact fixes for Kim Doyal
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kimdoyal
Cite this score: Engagemii (2026). "AEO Score for Kim Doyal." Retrieved from https://engagemii.com/aeo/brands/kimdoyal
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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