AI Visibility Scorecard
Abrams Manufacturing
abramsmfginc.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Abrams Manufacturing, 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 9 times
Claude · Apple Intelligence · Meta AI · ShapBot
#190,209 of 270,276 in Manufacturing & Industrial for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Manufacturing & Industrial average 14
Top 23% of Manufacturing & Industrial
See what's behind this score →4
AEO Visibility
iNear-invisible · 3.6/10
Manufacturing & Industrial average 4.0
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 →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Abrams Manufacturing
from our crawl and measurement
"Abrams Manufacturing, Inc. is an API 6A licensed company located in Bakersfield, CA that offers a full array of standard wellhead and drill through equipment, and innovative designs to meet." That is how Abrams Manufacturing of Bakersfield, CA introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Abrams Manufacturing
- Website ·
- abramsmfginc.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- Bakersfield, CA
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 1, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 3.6/10, Abrams Manufacturing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Abrams Manufacturing
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Abrams Manufacturing.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/abramsmfginc
Cite this score: Engagemii (2026). "AEO Score for Abrams Manufacturing." Retrieved from https://engagemii.com/aeo/brands/abramsmfginc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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