Demonstrating that pupils are genuinely making progress — not just being taught, but learning more over time — is one of the central tasks of the “achievement” area in the November 2025 framework. It is also one of the hardest to do well, especially for vulnerable groups and in schools where headline data doesn’t tell the full story. This article explains how AI Buddy helps schools demonstrate learning progress, honestly and clearly.
Quick summary
- The framework judges achievement partly on progress from starting points, using on-site evidence beyond headline data.
- AI Buddy helps by tracking distance travelled, retention over time, and vulnerable-group progress.
- Its analytics support an honest, current picture of progress, generated from everyday use.
- AI Buddy is not endorsed or certified by Ofsted — it supports the areas inspection evaluates.
What “demonstrating progress” requires
Ofsted evaluates achievement using on-site evidence as well as published data, which it knows has limitations, and it cares particularly about progress from starting points and the progress of vulnerable groups. So demonstrating progress means showing distance travelled over time, not just current attainment — and doing so credibly. See How Ofsted Evaluates Student Progress and Using Data to Demonstrate Student Progress.
How AI Buddy helps demonstrate progress
Distance travelled from starting points
AI Buddy establishes where pupils start and tracks their progress from there, making distance travelled visible — the fairest and most meaningful measure of achievement, especially in challenging contexts.
Retention over time
Because durable learning is the real signal of progress, AI Buddy captures what pupils retain through retrieval and spaced practice — evidence that progress is genuine, not fleeting. See Measuring Learning Impact Beyond Test Scores.
Vulnerable-group progress
AI Buddy’s analytics can break progress down by group, making the progress of disadvantaged and SEND pupils visible — the groups the framework’s inclusion focus scrutinises most. See Tracking Learning Gaps Across a School.
Trends, not snapshots
AI Buddy shows progress as a trend over time, which is more credible and more useful than a single favourable data point — and exactly what monitoring inspectors look for in a recovering school. See Using Learning Data to Demonstrate Improvement.
Honest and triangulated by design
AI Buddy’s progress data reflects pupils’ actual practice and learning on the platform — it is generated from genuine use, not manufactured. This means it can be triangulated with what teachers see in books and conversations, supporting the credibility that inspectors value and that inflated data destroys.
An honest note: AI Buddy evidences progress in the learning pupils do on the platform — a real and valuable part of the picture, but not the whole of a pupil’s achievement, which teachers assess across everything they do.
Frequently asked questions
How does AI Buddy demonstrate learning progress?
By tracking distance travelled from starting points, retention over time, and progress broken down by group — shown as trends, generated from everyday use.
Why does “progress from starting points” matter?
Because it is the fairest measure of achievement, showing how far pupils have travelled — which the framework values, especially in challenging contexts.
Can AI Buddy show progress for vulnerable groups?
Yes. Its analytics can break progress down for disadvantaged and SEND pupils, whom the framework’s inclusion focus scrutinises.
Is AI Buddy’s progress data credible to inspectors?
It reflects pupils’ genuine practice and can be triangulated with classroom evidence, supporting credibility. It should always be presented honestly.
Does AI Buddy evidence a pupil’s whole achievement?
No. It evidences progress in the learning pupils do on the platform — a valuable part of the picture, but teachers assess achievement across everything.
Is AI Buddy endorsed by Ofsted?
No. AI Buddy is not endorsed or certified by Ofsted; it supports the areas inspection evaluates.
Conclusion
AI Buddy helps schools demonstrate learning progress by making distance travelled, retention and vulnerable-group progress visible over time — honestly, from genuine everyday use, in a way that can be triangulated with classroom evidence. It offers a real, credible part of the achievement picture the framework evaluates, without overstating its scope or claiming an endorsement it doesn’t have. For schools that want to show, not just assert, that pupils are progressing, it is a practical tool.
Discover how AI Buddy helps schools strengthen teaching, learning and evidence-informed school improvement. Or start a short consultation with our schools team using the form below — we will get back to you directly.