AI Visibility Scorecard
Towards Dev
towardsdev.com · Technology
Somewhat visible. AI bots can read Towards Dev, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Meta AI
#566,742 of 2,705,712 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Towards Dev
from our crawl and measurement
Towards Dev describes itself simply: "A publication for sharing projects, ideas, codes, and new theories." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
On the page it is passable on some structured data, a partly stated business identity and partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
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 2 times in our tracking, including ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Good
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
Weak
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
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.
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, Towards Dev has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/towardsdev
Cite this score: Engagemii (2026). "AEO Score for Towards Dev." Retrieved from https://engagemii.com/aeo/brands/towardsdev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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