About Learner First

Learner First is an independent publication covering education technology and AI in learning — scored tool reviews, a map of the field (the Learning Tools Index), and the frameworks behind them — for the parents, teachers, tutors and students choosing learning tools across the Commonwealth.

We read the field from where most of it isn’t written: Commonwealth classrooms, not Silicon Valley demos. Two questions run through everything we publish — does a tool fit the students it’s sold to, and is it any good — reported separately, against a rubric anyone can check.

Why you can trust it

Learner First is published by a company that also builds its own learning products. We don’t hide that — we manage it in the open, which is exactly why our independence rules are explicit and in writing:

• We never score our own products, or the tools that compete with them.
• No tool can pay to be listed, or to rank higher.
• Every load-bearing claim is sourced to a primary reference.

The full version — how we choose what to review, how we score, and how we make money — is on our editorial standards page.

What we mark down

The stance every tool we review gets read against, in writing.

• A chatbot dressed up as a tutor. A tool that teaches beats one that only answers.
• Tools that cut out the people. A good tool supports the teacher, tutor or parent; it doesn't try to replace them.
• Tools built to keep children on screen. Time in an app is not learning. Finishing the work and closing the app is a good result.
• Claims that haven't been proven. Before-and-after results from real learners count; anything else is a promise, and we label it as one.
• Tools that watch children more than they need to. Parents and teachers should see progress, not every keystroke.
• Empty marketing words like "world-class" and "transformational". If a tool can't say plainly what it does, we say so.

Why we publish

So the people choosing learning tools have an honest, sourced read on what actually works — and the tools that genuinely help students win on merit, not on marketing budget.