AI Visibility Scorecard
Future Present Labs
fpl.dev · Manufacturing & Industrial
Somewhat visible. AI bots can read Future Present Labs, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Claude · Apple Intelligence · Meta AI
#44,514 of 268,088 in Manufacturing & Industrial for AI visibility
6
AEO Visibility
iBorderline · 5.5/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Future Present Labs
from our crawl and measurement
"Belltown, Seattle machine shop for CNC machining, WAZER waterjet cutting, MOPA fiber laser engraving, PCB design, 3D printing, rapid prototyping, and mechatronics support." That is how Future Present Labs of Seattle, WA introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (LocalBusiness, ProfessionalService, WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.5/10, Future Present Labs has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Future Present Labs
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fpl-dev
Cite this score: Engagemii (2026). "AEO Score for Future Present Labs." Retrieved from https://engagemii.com/aeo/brands/fpl-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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