AI Visibility Scorecard
Feedback Flows
feedback-flows.com · Education
Borderline visible. AI bots can crawl Feedback Flows, 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
#368,965 of 937,745 in Education for AI visibility
15
AI Naming Predictability
iRarely named · 15/100
Education average 14
Top 27% 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 →80
Muse Index Score
iAI agent readiness
Transactable · 80/100
Education average 13
See what's behind this score →12
About Feedback Flows
from our crawl and measurement
"AI marking platform for educators, colleges, ITPs, MATs, and training providers. Grade with rubrics, create personalised feedback, check integrity, and export evidence for moderation." That is how AI Marking and Feedback for Apprenticeship Providers of Wimborne introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (Organization, WebSite, SoftwareApplication), an llms.txt file for AI models and a sitemap.
- Company ·
- Feedback Flows
- Website ·
- feedback-flows.com
- Industry ·
- Education
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Oct 2, 2026
The 6 signals AI reads
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.
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, Feedback Flows is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/feedback-flows
Cite this score: Engagemii (2026). "AEO Score for Feedback Flows." Retrieved from https://engagemii.com/aeo/brands/feedback-flows
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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