AI Visibility Scorecard
hoikka.dev · E-commerce
Borderline visible. AI bots can crawl SvelteKit Ecommerce Starter, 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 6 times
Claude · Meta AI · Perplexity
#51,591 of 739,300 in E-commerce for AI visibility
44
AI Naming Predictability
iRarely named · 44/100
E-commerce average 18
Top 14% of E-commerce
See what's behind this score →5
-
Network Authority
iNot connected yet
E-commerce average 0.0
0 relationships · E-commerce average 9
See what's behind this score →5
0
from our crawl and measurement
SvelteKit Ecommerce Starter describes itself simply: "A complete storefront, admin and checkout in one SvelteKit codebase. Runs on SQLite, deploys to Node or Cloudflare. Open source." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
On the page it is passable on a workable page structure and basic crawler access. What holds it back is a clearly stated business identity, structured data describing the business, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.
Off the page there is only faint evidence that only a handful of sites link to it, the domain is only lightly established and there is little discussion of it. 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). There is not much on the page to read either, about 71 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
Weak
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
Weak
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 read your site and name it in answers. At 4.6/10, SvelteKit Ecommerce Starter is crawlable but under-signaled - fixable, and the signals above are where to start.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hoikka-dev
Cite this score: Engagemii (2026). "AEO Score for SvelteKit Ecommerce Starter." Retrieved from https://engagemii.com/aeo/brands/hoikka-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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