AI Visibility Scorecard
calumshepherd.com · Technology
Borderline visible. AI bots can crawl Calum Shepherd · Product Lead & IC, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#1,896,394 of 2,704,919 in Technology for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.6/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
"Calum Shepherd, an experienced Product Lead & IC building data driven products." That is how Calum Shepherd · Product Lead & IC introduces itself. When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
The site gets some of it right: it has structured data on the page (Person), a sitemap, a readable heading structure. What holds it back is what is absent, including an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
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 3.6/10, Calum Shepherd · Product Lead & IC is crawlable but under-signaled - fixable, and the signals above are where to start.
What problem were we looking to solve?
Over the past year, we made significant changes to our roadmap format, many of which were introduced at once. While there were positives, feedback on both the original and updated formats was, at times, conflicting. To better understand these challenges, we started at the beginning. We ran a survey to gather opinions on what people liked and disliked about the current roadmap format.
How did we action the changes?
We assumed that changing too much at once could create confusion. When solving multiple problems simultaneously, there’s always a risk of introducing new ones. To avoid this, we decided to work incrementally, starting with the existing format. Our process Surveyed the business to gather likes and dislikes about the current roadmap. Held a session with senior management to understand their needs.
What about a public roadmap?
For now, our product roadmap remains internal, as the detailed information isn’t particularly useful for our customers. However, we’re working on an alternative public roadmap format for our community. This version will focus on gathering feedback to ensure we’re solving the right problems for our customers. Since the use case differs, so does the format.
What’s next?
The focus now shifts to listening to feedback and making further improvements. We’re also preparing to roll out the public product roadmap to our community in the near term—an exciting step forward! C Reading Suggestions for 2021 11 Jan 2021, by Calum Shepherd I tend to write notes from books or simply highlight passages as I go. While I read whenever I can, I don’t make a conscious effort to read regularly.
Is this your brand?
The exact fixes for Calum Shepherd · Product Lead & IC
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/calumshepherd
Cite this score: Engagemii (2026). "AEO Score for Calum Shepherd · Product Lead & IC." Retrieved from https://engagemii.com/aeo/brands/calumshepherd
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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