AI Visibility Scorecard
BD Prototypes
bdprototypes.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl BD Prototypes, 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 1 times
Claude
#232,799 of 269,181 in Manufacturing & Industrial for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About BD Prototypes
from our crawl and measurement
BD Prototypes describes itself simply: "A Manchester-based electronics engineering consultancy specialising in custom PCB design, embedded firmware, and end-to-end hardware development." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 3.5/10, BD Prototypes is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why BD PROTOTYPES?
Trusted to design hardware that ships. Single point of accountability — one team owns the project from design through to delivered hardware. Authorized Microchip Design Partner — recognised engineering credentials, not just a freelancer with a CAD licence. Proven in the field — our designs run in live, demanding environments, including deployed retail hardware.
Is this your brand?
The exact fixes for BD Prototypes
Which AI engines already crawl you
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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 October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bdprototypes
Cite this score: Engagemii (2026). "AEO Score for BD Prototypes." Retrieved from https://engagemii.com/aeo/brands/bdprototypes
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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