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AI Visibility Scorecard
Formative Engineering
formativeeng.com · Finance & Insurance
Somewhat visible. AI bots can read Formative Engineering, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Apple Intelligence · ChatGPT · Claude · Meta AI
#166,103 of 758,339 in Finance & Insurance for AI visibility
5.2
/10
AEO Score
About Formative Engineering
from our crawl and measurement
Formative Engineering, based in Kenmore, WA, describes itself simply: "We pride ourselves on our dedication to elegant mechanical engineering, innovative design, and combining cutting edge research with creative problem-solving to deliver exceptional results." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
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 GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
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
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
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 5.2/10, Formative Engineering has a working base to build on - fixable, and the signals above are where to start.
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/formativeeng
Cite this score: Engagemii (2026). "AEO Score for Formative Engineering." Retrieved from https://engagemii.com/aeo/brands/formativeeng
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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