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AI Visibility Scorecard
topicakes.com · Food & Beverage
At 2.5/10, Topi is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 4 times
Meta AI · Claude
#1,222,213 of 1,362,488 in Food & Beverage for AI visibility
2.5
/10
AEO Score
from our crawl and measurement
Topi, based in Palo Alto, CA, describes itself simply: "Topi Cake, Dessert, 婚礼蛋糕, 小甜品 We craft cakes that are beautiful, delicious, and made with care. We use high-quality, wholesome ingredients, skip overly sweet recipes, and let natural." As far as answer engines are concerned it may as well not exist yet: 2.5 out of 10.
Our crawl found structured data on the page (Restaurant, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI. By its own structured data it is a restaurant business.
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 2.5/10, Topi is crawlable but under-signaled - fixable, and the signals above are where to start.
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/topicakes
Cite this score: Engagemii (2026). "AEO Score for Topi." Retrieved from https://engagemii.com/aeo/brands/topicakes
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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