top of page
Search
All Posts


Closing the Gap After Induction: Why ECT and RQT Support Needs Rethinking
Over the past year, as Starlight has grown across schools, one theme has come up repeatedly in conversations with senior leaders: we are asking more of early career teachers than ever before, while the system around them is becoming structurally thinner. The new Initial Teacher Training and Early Career Framework, now sitting under the Early Career Teacher Entitlement, has rightly raised expectations. It has clarified content. It has strengthened areas such as adaptive teachi
Adam Sturdee
1 day ago4 min read


Why Your School’s AI Policy Should Prioritise Professional Learning First
Across the UK, schools are drafting AI policies at pace. Most begin with student use. Safeguarding. Academic integrity. Detection tools. These are important. But they are not the right starting point. If AI policy in schools does not prioritise professional learning first, it risks becoming restrictive rather than transformative. This matters because AI is not simply another classroom tool. It is a cognitive technology. It shapes thinking. And if teachers and leaders do not u
Adam Sturdee
4 days ago4 min read


Does AI Make Teaching More “Normal”? Reflections on Normativity, Coaching and Responsible Design
Recently, we had the privilege of a searching, generous conversation with colleagues from a leading UK university about the future of AI in teacher development. They were enthusiastic about the potential of transcript-based lesson analysis to deepen reflection. They were also clear-eyed about the risks. Their questions centred on something subtle but profound: If AI works by identifying patterns, does it quietly push us towards the middle of the bell curve? And if so, what mi
Adam Sturdee
Feb 174 min read


Supporting Early Career Teachers in the Years That Matter Most
The first two years of teaching shape everything that follows, not because they are flawless or neatly structured, but because they are formative in the truest sense. I have worked with enough Early Career Teachers to know that this period is rarely smooth. It is energising and full of possibility, yet also demanding in ways that are difficult to articulate until you are standing alone in your own classroom for the first time. The responsibility arrives quickly. The decisions
Adam Sturdee
Feb 124 min read


Listening Back to Thinking: Starlight joins the European P4C conversation on AI and reflection
We are delighted to share that we has been invited to contribute to this year’s online annual meeting of the SOPHIA Network , the European Foundation for the Advancement of Philosophy with Children, hosted in partnership with Thoughtful . The session will take place on 28th February, bringing together practitioners and researchers from across Europe to explore the relationship between philosophy, dialogue, and artificial intelligence. You can find out more here: https://www.s
Adam Sturdee
Feb 73 min read


From Inspection Preparation to Inspection-Ready: How Starlight Supports Schools Under the New Ofsted Framework
One of the quiet but significant shifts in the 2025/26 Ofsted Education Inspection Framework is this: inspection is no longer about how well schools prepare . It is about how well they are set up . Across the new framework, inspectors are placing greater weight on inclusion as a golden thread, on sustained professional learning rather than one-off CPD, and on leadership cultures that protect staff wellbeing and reduce administrative burden. Evidence matters, but not in the f
Adam Sturdee
Jan 303 min read


Building in the Open: What BETT 2026 Meant for Starlight
Last week, we stood on the exhibition floor at BETT 2026 for the first time as a company. Not as an idea. Not as a prototype quietly tested behind the scenes. But as STAR21, the company behind Starlight, open to conversation, challenge, curiosity and, most importantly, real users. It is hard to overstate what that moment meant for us. Listening before speaking From the moment the doors opened each morning, the conversations came thick and fast. Classroom teachers. Heads of de
Adam Sturdee
Jan 253 min read


What Teachers Value Most When AI Is Used for Coaching
When we first piloted Starlight, we assumed the conversations would centre on efficiency, data and insight. Those things matter, of course. But schools used the platform consistently over an extended period and gathered staff feedback, something else came through far more strongly. What teachers talked about most was not speed or sophistication. It was how the feedback made them feel, and how it changed the way they thought about their teaching. This post reflects on aggregat
Adam Sturdee
Jan 183 min read


What Two Landmark Studies Tell Us About AI Coaching (and Why It Matters for Starlight)
Over the past year, two rigorous, peer-reviewed studies have quietly changed what we can say with confidence about AI coaching in schools. Not opinion pieces. Not vendor case studies. Randomised controlled trials, run in real classrooms, with real teachers. Together, they answer a question many school leaders and teachers are rightly asking: Does AI-generated feedback actually improve teaching practice? The answer, based on the best evidence we now have, is yes. The Stanford
Adam Sturdee
Jan 144 min read


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
Jan 95 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
Jan 53 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
bottom of page