AI Visibility Scorecard
Kerf Developments
kerfdevelopments.com · Manufacturing & Industrial
At 2.63/10, Kerf Developments is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Backlinks, Domain Authority and News & Press. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
Top 5% in Manufacturing & Industrial for AI visibility
30
AI Naming Predictability
iRarely named · 30/100
Manufacturing & Industrial average 14
Top 11% of Manufacturing & Industrial
See what's behind this score →2.63
AEO Visibility
iNear-invisible · 2.63/10
Manufacturing & Industrial average 1.6
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. 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
Manufacturing & Industrial average 18
See what's behind this score →0
About Kerf Developments
from our crawl and measurement
Kerf Developments works in Manufacturing & Industrial, based in Queensway, Rochdale. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.63 out of 10.
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 2 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Kerf Developments
- Website ·
- kerfdevelopments.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- Queensway, Rochdale
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 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
Strong
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
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 2.63/10, Kerf Developments is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Why Choose Kerf?
At Kerf Developments, we’re committed to delivering cutting systems that work just as hard as you do. From the early days repairing profile cutting machines to today’s advanced solutions, our goal has always been to improve your productivity, precision and uptime.As a completely independent supplier, we deliver proven technology without being tied to one manufacturer.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kerfdevelopments
Cite this score: Engagemii (2026). "AEO Score for Kerf Developments." Retrieved from https://engagemii.com/aeo/brands/kerfdevelopments
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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