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AI Visibility Scorecard
johnhoningford.com · Food & Beverage
At 2.9/10, John Honingford Consultancy is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 1 times
Claude
#1,139,648 of 1,362,529 in Food & Beverage for AI visibility
2.9
/10
AEO Score
from our crawl and measurement
"Whether those teams are distributed, cross-functional or intact, all teams need tools and interventions to perform at their peak." That is how John Honingford Consultancy of San Carlos, CA introduces itself. As far as answer engines are concerned it may as well not exist yet: 2.9 out of 10.
Our crawl found structured data on the page (WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 2.9/10, John Honingford Consultancy is crawlable but under-signaled - fixable, and the signals above are where to start.
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/johnhoningford
Cite this score: Engagemii (2026). "AEO Score for John Honingford Consultancy." Retrieved from https://engagemii.com/aeo/brands/johnhoningford
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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