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AI Visibility Scorecard
Still Waters Metal Fabrication
stillwatersmf.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Still Waters Metal Fabrication, 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 2 times
Claude
#145,827 of 237,160 in Manufacturing & Industrial for AI visibility
4.3
/10
AEO Score
About Still Waters Metal Fabrication
from our crawl and measurement
"Most of the time, we build these items from personalized production requests.Details GATES, RAMPS, SUPPORTS & COLUMNSYou want gates, ramps, supports or columns… well we can do that too!." That is how Still Waters Metal Fabrication introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.
On its own pages the site does well on a clearly stated business identity. It is passable on a workable page structure, a few credibility markers and basic crawler access. What holds it back is sitemaps and entity links AI can follow and structured data describing the business.
Off the page, other sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
5
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.
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 4.3/10, Still Waters Metal Fabrication is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Still Waters Metal Fabrication
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stillwatersmf
Cite this score: Engagemii (2026). "AEO Score for Still Waters Metal Fabrication." Retrieved from https://engagemii.com/aeo/brands/stillwatersmf
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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