AI Visibility Scorecard
just4sofas.com · Technology
Somewhat visible. AI bots can read Ewan Wills — Product Development Studio, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#566,904 of 2,707,521 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
4
AI Adoption
iBasic · 4/100
from our crawl and measurement
Ewan Wills Product Design & Product Development UK, based in Edinburgh, describes itself simply: "Product design and product development, UK, robotics, mechatronics, design for manufacture." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, WebPage, Person), an llms.txt file for AI models and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Good
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
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.
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 5.3/10, Ewan Wills — Product Development Studio has a working base to build on - fixable, and the signals above are where to start.
What does Ewan Wills do?
Ewan runs a one-person product development studio. Most engagements run in four phases: discover (the problem and the constraints), prototype (fast first-principles builds to de-risk the concept), refine (tolerance analysis, design for manufacture, iteration against real testing) and deliver (drawings, bills of materials and a supplier-ready package).
What disciplines does the studio cover?
Mechanical CAD, design for manufacture, machining, tolerance analysis. Electronics Custom PCBs, firmware, low-power and miniaturised design. Robotics Motion systems, gantries, controls, mechatronics integration. Product Prototype to market, supplier handoff, manufacturing packages.
What other projects has Ewan Wills built?
Past work covers client engagements, personal products and university coursework. A selection: EWrapper, a motorised device that rolls used combat-sports hand wraps back into a tight cylinder in about a minute. £29 (currently out of stock). Custom mouthguard cases, 3D printed in two colours so two otherwise-identical mouthguards can be told apart. £24, ships from the UK. Bulk and gym-branded orders available.
Who is Ewan Wills?
Ewan Wills is a product developer with a background in robotics engineering, based in the United Kingdom. It is a one-person studio, so there is no account-management layer: the engineer doing the work is the person you email. Clients arrive at one of two stages. Early-stage founders who need a concept proven before they raise capital, or startups with a working prototype that has to become a manufacturable product.
Is this your brand?
The exact fixes for Ewan Wills — Product Development Studio
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Scored by Engagemii on October 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/just4sofas
Cite this score: Engagemii (2026). "AEO Score for Ewan Wills — Product Development Studio." Retrieved from https://engagemii.com/aeo/brands/just4sofas
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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