AI Visibility Scorecard
A Small Step Forward
mcpanic.com · Education
Borderline visible. AI bots can crawl A Small Step Forward, 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 1 times
Claude
#368,980 of 937,747 in Education for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Education average 14
Top 98% of Education
See what's behind this score →4
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
See what's behind this score →5
0
About A Small Step Forward
from our crawl and measurement
A Small Step Forward is a business whose own site puts it this way: "컨텐츠로 건너뛰기 A Small Step Forward 연구, 학계, 컴퓨터과학, HCI 메뉴 자기소개 유학가이드 글모음 방명록 박사과정을 돌아보며: 박사 5 Part 1 박사 5-1: 나라는 제품을 시장에 내놓다 2014.9, 2014.12 할아버지 장례를 마치고 Boston에 돌아오니 새삼 외국에서 공부하고 있는 상황의 무게가." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- A Small Step Forward
- Website ·
- mcpanic.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Oct 26, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
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
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 read your site and name it in answers. At 4/10, A Small Step Forward is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for A Small Step Forward
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
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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Source & Attribution
Scored by Engagemii on October 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcpanic
Cite this score: Engagemii (2026). "AEO Score for A Small Step Forward." Retrieved from https://engagemii.com/aeo/brands/mcpanic
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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