AI Visibility Scorecard
feedbackflows.org · Education
Somewhat visible. AI bots can read Feedback Flows, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#156,261 of 937,139 in Education for AI visibility
6
AEO Visibility
iBorderline · 5.6/10
80
Muse Index Score
iAI agent readiness
Transactable · 80/100
12
AI Adoption
iBasic · 12/100
from our crawl and measurement
AI Marking and Feedback for Apprenticeship Providers is a Wimborne business whose own site puts it this way: "AI marking platform for educators, colleges, ITPs, MATs, and training providers. Grade with rubrics, create personalised feedback, check integrity, and export evidence for moderation." Its AI visibility score is 5.6 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, WebSite, SoftwareApplication), an llms.txt file for AI models and a sitemap.
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.6/10, Feedback Flows has a working base to build on - fixable, and the signals above are where to start.
How does AI marking speed up grading with Feedback Flows?
Feedback Flows AI marking applies your rubric or mark scheme to student work, drafts personalised feedback, and keeps you in control of the final review. It is built to reduce repetitive marking admin while preserving professional judgement.
Is it safe? What happens to my students' work?
Absolutely. We prioritise data privacy. Student work is processed securely via encrypted connections. We do not sell student data, and we do not use your students' work to train our public models. You retain full ownership of all data.
Does AI marking replace me as a teacher?
Never. Feedback Flows is an AI marking assistant, not a replacement. It supports grammar checks, rubric alignment, structure review, and feedback drafting so you can focus on final judgement and high-level teaching decisions. You are always in control of the final grade.
Does it work for my subject?
Yes. It is especially useful for essay-based subjects, coursework, reports, vocational assessments, and structured Q&A tasks. If the work can be assessed against clear criteria, Feedback Flows can help.
Can AI suggest assessment grades under EAL’s AI Position Statement?
EAL has set its official position on the use of AI in assessment in its current AI Position Statement. The summary below reflects EAL’s published stance on how centres and assessors may use AI when making assessment decisions. EAL’s position is that the use of AI to support assessment decisions is acceptable provided it is not used in isolation.
Is this your brand?
The exact fixes for Feedback Flows
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The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/feedbackflows-org
Cite this score: Engagemii (2026). "AEO Score for Feedback Flows." Retrieved from https://engagemii.com/aeo/brands/feedbackflows-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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