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AI Visibility Scorecard
March Forward
edtechconnectors.com · Education
At 2/10, March Forward 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 3 times
Claude · Apple Intelligence · Meta AI
#862,574 of 884,143 in Education for AI visibility
2
/10
AEO Score
About March Forward
from our crawl and measurement
"March Forward builds bespoke, non-dilutive financing facilities for EdTech founders, sized to your sales cycle, retention, and the realities of selling into schools." That is how March Forward of Pawling, NY introduces itself. Its AI visibility score is 5.0 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 structured data describing the business and a clearly stated business identity. It is passable on a workable page structure, basic crawler access and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 2/10, March Forward is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for March Forward
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for March Forward.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/edtechconnectors
Cite this score: Engagemii (2026). "AEO Score for March Forward." Retrieved from https://engagemii.com/aeo/brands/edtechconnectors
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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