top of page
Search
All Posts


Blending Human Judgement and AI Insight: A Smarter Coaching Model
There is a temptation, when a new coaching tool arrives in a school, to treat it like a shortcut. Upload a lesson. Receive a report. Tick a box. Move on. But one school I spoke to recently is doing something far more interesting. They are using Starlight as a mirror, not a measure. And in doing so, they are quietly building a mentoring programme that blends human professional judgement with AI insight in a way that feels calm, safe, and genuinely developmental. I am sharing t
Adam Sturdee
2 days ago5 min read


What a Stanford AI Coaching Trial Tells Us About the Future of Teacher Development
One of the most common questions we’re asked about Starlight is a fair one: “Is there any serious research showing that AI feedback can actually improve teaching?” The answer is yes — and some of the most compelling evidence comes from Stanford University. In this post, we want to briefly outline a Stanford-led research trial and explain why its findings matter so directly for what we’re building with Starlight. The Stanford Study in Brief Researchers at Stanford ran a large-
Adam Sturdee
6 days ago3 min read


Trust Comes First: Our Commitment for 2026
The start of a new year invites reflection. Not resolutions for their own sake, but a chance to be clear about what really matters — and what we are choosing to double down on. For us at Starlight, that word is trust . Trust is not a feature. It is not a setting. It is the foundation everything else stands on. And as we move into 2026, we want to say clearly and publicly: trust will remain the first principle on which Starlight is built. Why trust matters — especially in scho
Adam Sturdee
Dec 31, 20254 min read


Why Better Still Matters — and What It Teaches Us About Coaching, Trust, and Improvement
In 2007, the surgeon and writer Atul Gawande published a book called Better: A Surgeon’s Notes on Performance. It is not a book about technology. It is not even really a book about medicine. It is a book about what it means to improve in complex, high-stakes professions where the work matters deeply and the margin for error is slim. Nearly two decades on, Better remains quietly radical — and surprisingly relevant to education. Gawande’s central claim is deceptively simple: ex
Adam Sturdee
Dec 29, 20254 min read


This Christmas, We Look to the Star
On the 21st of December, we reach the shortest day of the year and the longest night. For centuries, people have marked this moment with hope — because from here, the light returns. It is no accident that Christmas sits here, at the darkest point. And it is no accident that the central symbol of the season is a star. A star above a stable. A star at the top of a tree. A small light that helps people find their way. This feels like the right moment to pause and to take stock
Adam Sturdee
Dec 21, 20253 min read


Mapping Strengths, Not Judgement: Why We Built the Starlight StarMap
One of the hardest problems in professional development is not insight — it’s trust. Teachers are rightly cautious about anything that looks like observation, evaluation, or performance management dressed up as support. And yet, schools also know that some of their greatest untapped potential lies in something far simpler: Understanding and sharing the strengths that already exist within their teams . This tension is what led us to build the Starlight Teaching Strengths StarM
Adam Sturdee
Dec 14, 20253 min read


Why Digital Tools Matter: What Ofsted Now Expects—and How Starlight Supports It
Across the sector, one message keeps resurfacing in Ofsted reports and leadership briefings: schools are expected to use digital technologies intelligently to strengthen teaching, improve professional development, and secure better outcomes for pupils. Ofsted’s inspection toolkit — which explains how the EIF is applied in schools — highlights the importance of using resources, including digital technologies , to support pupils’ progress and outcomes. “Ensure that the curricu
Adam Sturdee
Dec 3, 20253 min read


Introducing My Teaching Journey: Your Personal Growth Story, Brought to Life
Today, we’re launching what we believe is the most important upgrade to Starlight to date. It’s called My Teaching Journey — a living, evolving map of your professional growth that turns everyday reflection into a clear, coherent story of how your practice is changing over time. For the first time, teachers can see their development: the patterns, the strengths, the shifts in focus, and the tiny adjustments that add up to real impact. Not as a score. Not as a judgement. But
Adam Sturdee
Nov 21, 20254 min read


New in Starlight: Smarter Audio Categories for Smarter Feedback
Starlight has just added a small but powerful upgrade: six new audio subcategories you can select when uploading any recording. The default remains Lesson , so nothing changes for everyday use. But if you click the category drop-down, you can now choose a more specific type of session — allowing Starlight to generate the right feedback automatically, without needing to run another template. This makes the system more intelligent, more context-aware, and better aligned with t
Adam Sturdee
Nov 13, 20252 min read


Observations Just Got Smarter: Turning Professional Dialogue into Actionable Insight
When we first launched Observations earlier this year, our goal was simple: to bring every strand of professional dialogue — from personalised and private AI coaching feedback and formal observations to informal reflections — into one secure, teacher-first space. Now, after months of collaboration and feedback from schools across the UK, that feature has taken a major leap forward. The latest upgrade makes Observations not only easier to use, but far more powerful as a whole
Adam Sturdee
Nov 9, 20253 min read


💬 From Conversation to Constellation: How Starlight Is Growing Through Word of Mouth
There’s something special about growth that doesn’t come from a marketing budget — but from teachers talking. From one conversation in a staffroom. From a colleague’s recommendation over coffee. From a mentor saying, “You should try this.” That’s how Starlight is growing. What started as a small idea in one school in the West of England has quietly begun to spread. Without campaigns or adverts, more schools are finding their way to us — through word-of-mouth, through trust, a
Adam Sturdee
Nov 2, 20252 min read


🔦Building Your Evidence Base for the New Ofsted Framework with Starlight
As Ofsted shifts towards deeper, evidence-informed evaluation, schools are now expected to demonstrate impact through real examples — not just policies or meeting minutes. The updated inspection framework calls for tangible, triangulated evidence showing how safeguarding, inclusion, curriculum quality, and professional development are lived out in daily practice. Starlight is designed to help schools do exactly that. 🔍 Turning Lesson Dialogue into Defensible Evidence Every
Adam Sturdee
Oct 31, 20253 min read


🌍 Unlocking Every Voice: Starlight’s 20 New EAL Language Packs
When we built Starlight , our goal was simple — to create a coaching and performance engine for schools that could turn insight into progress. Since launch, Starlight has helped teachers reflect, grow, and refine their practice through AI-powered lesson feedback. Today, it also helps them reach every learner in the room. We’re proud to announce the release of 20 new Starlight Language Packs , covering the top EAL languages spoken by the 1.6 million EAL students in UK schools
Adam Sturdee
Oct 29, 20252 min read
Unlock the Limitless Potential of Templates in Starlight
At STAR21, we believe that insight should be accessible to everyone — not hidden behind long observation cycles or time-consuming paperwork. That’s why we created templates : the engine that gives structure, focus, and purpose to every piece of feedback generated in Starlight. This week, we’re excited to share our latest walkthrough video — a short guided tour that shows just how powerful, flexible, and creative templates can be. What Templates Do Templates in Starlight act a
Adam Sturdee
Oct 26, 20253 min read


The NIoT Pilot Is Welcome News — But the Real Lesson Is About Trust
This week’s Schools Week article about the National Institute of Teaching’s pilot on AI lesson analysis marks an important moment for the profession. For the first time, national attention is turning toward what many of us in schools have already discovered: that audio and transcript-based feedback can help teachers reflect more deeply, more often, and without the pressure of formal observation. At its best, this isn’t about replacing people with algorithms. It’s about using
Adam Sturdee
Oct 22, 20254 min read


From Skeptic to Superuser: How One Teacher Changed His Practice with Starlight
When Dan first heard about Starlight , he wasn’t convinced. “I’m a teacher, not a machine,” he told his colleagues. “I already have enough screens in my life.” Like many of us, he valued human connection above all — the spark of interaction that can’t be automated. But today, Dan records every single lesson he teaches. His journey from skeptic to superuser tells us something important about what happens when AI becomes a mirror rather than a manager. At first, Dan admits, he
Adam Sturdee
Oct 15, 20253 min read


From ‘What Happened?’ to ‘What’s Next’: Rethinking How We Share Cover Lesson Feedback
Every teacher knows the problem. You cover a colleague’s class, guide students through the plan left behind, manage behaviour, answer...
Adam Sturdee
Oct 12, 20253 min read


From Classroom to Global Stage: STAR21 Brings Starlight to BETT 2026
We’re thrilled to announce that STAR21 will be exhibiting Starlight , the UK's first AI coaching platform for teachers, at BETT 2026 —...
Adam Sturdee
Oct 6, 20252 min read


Feature, Not a Bug: How AI Feedback is Changing Teacher Behaviour
One of the most interesting things about building Starlight is seeing how teachers are beginning to change how they teach — not because...
Adam Sturdee
Oct 5, 20253 min read


Partnering to Explore AI Coaching in P4C
Thoughtful (formerly SAPERE) and STAR21 are pleased to announce a new partnership to pilot Starlight , an AI-powered coaching platform,...
Adam Sturdee
Oct 2, 20253 min read
bottom of page