AI marking & feedback for Institutions
AI marking and feedback platform for schools, colleges, and training providers—mark essays, coursework, exams, and vocational assessments faster while keeping teachers in control.
- Rubric-based marking for single papers or whole cohorts
- Personalised feedback, moderation evidence, and exports
- EPA-ready evidence packs and audit-friendly exports for gateway reviews
- Consistent criteria trust-wide with less teacher admin
- Built for teachers, ITPs, colleges, and MATs
View pricing · MATs, ITPs, or colleges? Book a call
Trusted by educators at schools, colleges, and training providers across the UK
Start in about 2 minutes
Create your free account
Email and password—no card, no subscription.
Upload rubric or question paper
Add your mark scheme so AI follows your criteria.
Explore a live sample account
No signup required—browse a fully populated teacher account with students, classes, marking history, and pre-loaded feedback samples.
- Dashboard with class performance, at-risk alerts, and credit charts
- Student profiles with marking history, AI checks, and portfolios
- Read-only interactive feedback samples on real-looking student work
Demo mode is view-only—AI generation and saving are disabled so you can explore safely.
More than just marking
Interactive Feedback
Human-in-the-loop annotation.
Smart Essay Marker
AI grades a single essay.
AI Tutor
Instant formative feedback.
Smart Video Marker
Assess video presentations.
Rubric Marking (Batch)
Grade whole classes at once.
Automated Marking
Grade Q&A tests.
Style Comparison
Check writing style matches.
Reference Checker
Verify student citations.
What teachers say
Many schools and colleges tell us they save around 90% of the time they used to spend on routine marking and feedback. Here’s what a few of them said.
“We cut marking time on extended writes by well over half. I get Sunday evenings back, and students still get line-level feedback.”
“Batch rubric marking used to take our team two full days. Now one session covers the cohort and we only moderate the borderlines.”
“Across our schools the consistency point matters as much as speed. Feedback Flows gives us both—same criteria, far less admin.”
“Essay feedback is detailed enough that students act on it the same week. I spend my time on the borderline scripts, not every draft.”
“EPA evidence packs used to mean late nights. Rubric-aligned feedback and exports mean gateway reviews are far less stressful.”
“Large cohorts, tight deadlines—Feedback Flows handles the first pass so I can focus on learners who need intervention.”
Representative feedback from educator conversations. Large time savings on routine marking, with teachers still making the final call.
Security & data responsibility
Built for UK educators and procurement teams who need clarity on privacy, ownership, and control.
Encrypted processing
Student work is transmitted over encrypted connections. You retain ownership of your data.
No training on your students' work
We do not use your students' submissions to train public AI models, and we do not sell student data.
ICO registered · UK-built
Feedback Flows Ltd is registered with the ICO and designed with UK education workflows in mind.
Privacy policy · TermsNeed a DPA or enterprise security pack? Contact us.
How automated marking works
Upload work, apply your criteria, review the AI draft, and send clear feedback.
Upload Papers
Upload the blank:
- Question Paper
- Mark Scheme
AI will cross reference Questions, Answers and Marks.
Batch Mark Class
Upload a ZIP of the whole class. The system automatically grades every student against your mark scheme.
Detailed Feedback
View a detailed breakdown and feedback of each students answers, the marks awarded, and overall feedback on the work.
Targeted Worksheets
Generate a targeted worksheet and mark scheme for each student based on exactly what they struggled with.
See It In Action
Watch exactly how you can mark a full class set in 2 minutes.
Automated Marking Tools to Transform Your Workflow
Go from a blank page to detailed, actionable feedback for your entire class in minutes.
Interactive Marking & Feedback
Upload student work for a deep, interactive review. The system links feedback directly to specific sections of the text, checks all references for accuracy, and provides a comprehensive summary of strengths and areas for improvement.
- Links comments to specific text highlights.
- Automatically verifies cited references.
- Offers overall strengths & improvement feedback.
Mark essays in seconds, not hours
Upload a piece of student work, select your rubric, and let the system do the heavy lifting. It provides detailed, criterion-based feedback, a summary of strengths and weaknesses, and an indicative grade.
- Matches your exact rubric criteria.
- Provides in-depth, constructive comments.
- Identifies key areas for improvement.
Create detailed rubrics from a simple prompt
Stop wrestling with tables. Just describe your assignment—like "A 5-paragraph essay on 'Macbeth' for Year 11"—and our system will generate a comprehensive, multi-level rubric for you to use and adapt.
- Generates criteria, descriptors, and levels.
- Easily edit and customise to fit your needs.
- Save and re-use your rubrics for any class.
Intelligent Marking from Question Paper to Class Analysis
Upload a blank question paper and its mark scheme. Our system cross-references them to understand the assessment criteria. Then, upload your class's work and receive fully marked papers in moments.
- Cross-references mark schemes with question papers.
- Generates individual reports and class-wide strength/weakness analysis.
- Automatically creates new, targeted question papers based on areas of weakness.
Mark an entire class set at once
Why mark one by one? Zip up your class's assignments, upload the file, and let Feedback Flows mark them all in the background. You'll get a notification when the detailed feedback for every student is ready.
- Handles .zip files with Word, PDF, and .txt.
- Intelligently matches files to students.
- Consistent, fair feedback across the entire class.
Personalised Learning, Automated
Don't just give a grade. After marking, our system analyses each student's unique strengths and weaknesses and automatically generates a personalised, targeted worksheet or analysis to help them improve exactly where they need it most. Personalised learning, automated.
- Targets specific areas of weakness.
- Creates unique worksheets for each student.
- Includes a mark scheme for easy review.
Digital Writing Fingerprints
Combat plagiarism and generated text with confidence. Feedback Flows creates a unique "digital writing fingerprint" for each student based on their past work. Upload future assignments to automatically verify if the writing style matches their known profile.
- Builds a style profile from previous work.
- Flags unusual changes in vocabulary or sentence structure.
- Helps ensure academic integrity.
True Argument-Level Referencing
Go beyond simple format checks. The deep analysis reads the student’s paragraph around each citation, compares their claim to the bibliography entry (title, venue, year), and flags likely mis-citations, over-claims, and details that don’t match what the reference plausibly supports. Optional Crossref metadata when a DOI is present helps ground the check—always confirm important cases against the full source.
- Verifies citations against real sources.
- Checks if the student correctly interpreted the source.
- Highlights fake or hallucinated references.
Works with your stack
Upload class ZIPs, export CSVs, connect via API, and keep moderation evidence—without replacing your LMS.
ZIP class uploads
One folder per student for batch rubric and auto marking.
CSV & PDF exports
Download results for moderation, records, and gateways.
REST API
Automate marking and integrity checks in your own tools.
Evidence-ready
Audit trails and exports for internal QA and external review.
Time-Saving Marking Calculator
You became a teacher to inspire, not to be buried in paperwork. See exactly how much time you can save with Feedback Flows.
Use the calculator to estimate your time savings. You'll be amazed at what you can get back.
Time-Saving Calculator
See how many hours you could reclaim.
See Our Automated Marking Platform in Action
From batch marking to detailed analysis, see what our platform looks like.
An Entire Toolkit for Educators
Feedback Flows is more than just a marker. It's your assistant for every part of the teaching workflow.
Automated Marking
Grade structured Q&A papers automatically using your own question templates.
Syllabus Planner
Generate complete lesson plans, objectives, and outcomes for any subject or age group.
Class & Student Management
Organise your classes, manage students, and track their progress across assignments.
Teams & Enterprise
Collaborate with colleagues, share rubrics, and manage your entire department or school.
Video Marker
Get feedback and analysis on video submissions for presentations, performances, and more.
Detection Tool
Check for machine-generated text and ensure academic integrity in student submissions.
Interactive Feedback
Human-in-the-loop annotation tool for detailed, specific comments on student work.
Reference Checker
Advanced citation verification that checks sources and argument alignment.
AI Tutor
Provide instant, formative feedback to students on drafts before final submission.
Solutions by Audience
Choose the path that matches your priorities and workflows.
For ITPs
Prove apprentices are learning, cut marking by 90%, and keep audit-ready evidence for Ofsted and EPA gateway.
Explore For ITPsFor MATs
Reduce teacher workload first, then give leaders trust-wide insight into learner outcomes and teaching impact.
Explore For MATsFor Teachers
Automate routine marking, deliver richer personalised feedback, and spend more time teaching.
Explore For TeachersFor leaders & enterprise
Pooled credits, trust-wide reporting, team oversight, and dedicated support for MATs, colleges, and ITP groups.
Book an enterprise callWhat's new
Product updates and practical guides for educators.
Free rubric starter kit
Sign up free and use our AI rubric builder to generate a mark scheme in minutes—or start from our guided essay, report, and vocational templates inside the app.
Guides for educators
Practical articles on AI marking, workload reduction, and responsible classroom use—plus product pages for your role.
Frequently asked questions
Practical answers about AI marking, data privacy, and teacher control.
Automated Marking & Feedback Explained
Feedback Flows is an automated marking and feedback tool designed for educators, assessors, and academic institutions. The platform supports rubric-based grading, written feedback, plagiarism checks, generated-content review, and evidence exports for moderation. Whether you deliver vocational training, university courses, GCSE or A-level content, or workplace assessments, Feedback Flows helps you save time while improving learner outcomes.
Learn more about automated marking | How stylometric analysis works | Writing detection in education
Who's behind Feedback Flows?
Hi, I'm Tom (Tomas Lerpiniere). As a Computer Science teacher, I spent countless weekends buried under a mountain of marking. It was one of the main reasons I left the profession. I knew there had to be a better way—a way to give high-quality, personalised feedback without sacrificing my own time and well-being.
I built Feedback Flows to solve that problem. It's the tool I wish I had. It's designed not to replace teachers, but to empower them. Our mission is to give you back your time, so you can focus on what matters most: teaching and inspiring your students.
Read Our Full StoryTry AI-assisted marking for free
Create an account with no credit card and see how quickly Feedback Flows can turn rubrics, student work, and mark schemes into review-ready feedback.
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