just4sofas.com redirects to ewanwills.co.uk. This page describes the site that domain now serves; the primary profile lives at ewanwills.co.uk.
AI visibility score
5.3/ 10Fair

#566,904 of 2,707,521 in Technology

As of 2026-10-05 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Ewan Wills — Product Development Studio

Ewan Wills — Product Development Studio

Unclaimed

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

i

Borderline · 5.3/10

55

Muse Index Score

i

AI agent readiness

Agent-ready · 55/100

4

AI Adoption

i

Basic · 4/100

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About Ewan Wills — Product Development Studio

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.

Industry · Technology
Last scored · Oct 5, 2026

The 6 signals AI reads

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.

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 5.3/10, Ewan Wills — Product Development Studio has a working base to build on - fixable, and the signals above are where to start.

Frequently Asked Questions

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.

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Picked for Ewan Wills — Product Development Studio: How-To

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 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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