AI Visibility Scorecard
thingswemake.com · Education
Somewhat visible. AI bots can read Things We Make, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 11 times
Meta AI · Claude · Apple Intelligence
#113,285 of 937,379 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.8/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Things We Make describes itself simply: "Skip to content Pothole-in-one ByJosh Sucher April 2, 2026April 11, 2026 I made a one-tap solution for reporting roadway potholes to the NYC DOT using an ESP32 microprocessor, a GPS module." Its AI visibility score is 5.8 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on sitemaps and entity links AI can follow. It is passable on a workable page structure and basic crawler access. What holds it back is a clearly stated business identity, credibility markers like credentials or reviews and structured data describing the business.
Off the page, other sites link to it and people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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
Good
Forum and community discussion.
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 5.8/10, Things We Make has a working base to build on - fixable, and the signals above are where to start.
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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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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thingswemake
Cite this score: Engagemii (2026). "AEO Score for Things We Make." Retrieved from https://engagemii.com/aeo/brands/thingswemake
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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