SproutDominic Mazur
Dominic Mazur is the founder of Sprout Lessons.
43 posts · More about the people behind Sprout
Tutoring in Lakes Entrance and East Gippsland: Options When the Nearest Tutor Is an Hour Away
Bairnsdale is about 36 km away and Melbourne about 320, so East Gippsland families mostly rely on the school, a tutor on a screen and practice at home. What to ask the school, why Virtual School Victoria is not a tutoring service, what to ask an online tutor, and personalised practice that never needed a car.
29 September 2026 · 9 min read
Why Sprout Tutor Is Not a Multiple-Choice Quiz: The Ten Question Types, and How Each Is Marked
A four-option multiple-choice question can be guessed one time in four; an ordering of four items one time in twenty-four. Sprout Tutor uses ten question types, each marked by a fixed rule against a stored key with no model in the loop. A worked example of each, the exact marking rules, the type mix in the Level 9 bank, and what the shape cannot do.
29 September 2026 · 9 min read
What Can I See of My Child's Practice? The Sprout Tutor Dashboard, Screen by Screen
The dashboard keeps every question as your child saw it, the options, their answer, whether they opened the hint and whether they revealed the answer. Four screens: Subjects, Needs a hand, Level changes and Recent questions. What each number is made of, why a reveal counts as wrong, and what the dashboard cannot tell you.
29 September 2026 · 9 min read
Maths Tutoring in Melbourne: What It Costs, and When It Is the Wrong Purchase
Kip McGrath publishes an RRP of $78 a session and Cluey publishes no price at all. A weekly session is forty hours across a school year, somewhere between about $1,600 and $4,800. Covers what each option actually publishes, what a human tutor does that nothing else does, and the four times a tutor is the wrong buy.
26 September 2026 · 9 min read
Why a Chatbot Cannot Mark Your Child’s Work
A chatbot cannot withhold the answer while your child thinks, because the thing holding the answer is the thing they are talking to. Covers the server-side answer key, ten question types with ten marking rules, why six of them are guess-proof, and the honest limit: a stored key cannot mark an essay.
24 September 2026 · 9 min read
My Child Will Not Do Maths Practice. What Actually Helps?
Practice mostly fails because it does not happen, and a chatbot loses that fight by design: when a child is refusing, its one move is to answer. Covers the three mechanisms Sprout Tutor uses instead, the full reward economy at its real prices, and an honest account of what points do and do not buy.
24 September 2026 · 9 min read
GPT-6 Astra: What Parents Should Actually Know
OpenAI shipped GPT-6 Astra on 3 September 2026 and its president said it could eventually be seen as the arrival of AGI. It was built for cybersecurity, professional work and science, not for children. Covers the one design change that matters for homework, why under-18s are routed into a separate product, and four questions worth asking this week.
24 September 2026 · 9 min read
ChatGPT, Claude or Gemini for My Child? The Age Rules Decide It
Claude does not allow anyone under 18 to have an account, and school Gemini is not a parent’s decision to make, which settles two thirds of the question before any benchmark. Covers what each product is actually built for, the five questions worth asking instead, and what we would do at each age.
24 September 2026 · 9 min read
Does a Smarter AI Make a Better Tutor? The Evidence Says No
The best experiment we have found that a standard chatbot lifted practice scores 48% and then left students 17% worse on an unassisted exam than peers who never used AI. The hint-only version of the same model avoided the harm and still produced no gain. Covers why capability works against learning, and what does predict a good tutor.
24 September 2026 · 10 min read
How Does Sprout Tutor Decide What Comes Next? The Actual Rules
The AI writes each question but fixed rules choose it. Three right in a row moves up a tier, five wrong moves down, ten questions finishes a topic, and revealing the answer counts as wrong. From core, the fastest move up a Year is six answers and the fastest move down is ten. Checked against the code during the Victorian beta.
23 September 2026 · 8 min read
Will an AI Tutor Just Give My Child the Answer?
Wait a day, then give them one problem of the same kind with nothing on the screen. That is the whole test. A 2025 PNAS study found practice with an unconstrained chatbot can leave students worse off than no support at all, so this covers the five rungs between stuck and told, three ways to find out which kind you have, and what to do if it is already happening.
16 September 2026 · 8 min read
AI Tools for Private Tutors in 2026: Judged by the Hour You Cannot Bill
A comparison for tutors sorted by the only test that matters: does it remove an unbilled hour of prep, marking or parent reporting. General assistants, MagicSchool, Diffit, Khanmigo, NotebookLM, the admin platforms (TutorBird, Teachworks, TutorCruncher) and our own Sprout Lessons, with prices checked on 16 September 2026, the catches left in, and a one-paid-tool stack under $20 a month.
16 September 2026 · 10 min read
Does AI Tutoring Actually Work? What Five Studies Found, and What None of Them Show
The honest read of the evidence, 2011 to 2026: human tutoring at 0.79, structured computer tutors at 0.76, a Harvard AI tutor that beat the classroom, a Stanford assistant that lifted the weakest human tutors most, and a Penn trial where an answer-giving chatbot left students 17% worse at the exam. The four design features the working versions share, the three gaps nobody has closed, and a test you can run at home.
16 September 2026 · 11 min read
Gemini for Students: What Actually Changed in August, and What Parents Should Know
On August 10, 2026 Google switched on Gemini in Classroom for K-12 students of every age, on by default wherever a district already had Gemini enabled, with no parent controls. What it does, what it does with your child’s data (not used to train, not read by humans, not visible to you), why the guided mode matters more than the privacy page, and four questions to take to the school.
16 September 2026 · 9 min read
Can You See What Your Child Asks the School AI? Probably Not
Google opened Gemini to all K-12 students in August 2026 and districts had weeks to prepare. The conversations are governed by real settings, retention from 90 days to indefinite and whether your child may delete their own, and every one of them lives in an administrator console with no parent view. Includes the five questions to send your school.
15 September 2026 · 9 min read
Printable Lesson Packs: A Whole Lesson on Paper
Sprout now makes printable lesson packs: two or three teaching sections with worked examples, three to five activities that practice them, and a parent-only answer sheet after a page break. Real A4 print CSS, every task doable with a pencil, and the finished sheet is the dated evidence a portfolio review wants anyway.
21 August 2026 · 8 min read
AI and Learning: What Helps Kids Learn, and What Quietly Replaces the Learning
AI helps learning when it makes the student do the thinking, and harms it when it does the thinking for them. That one test explains the contradictory research: what AI genuinely does well, where it damages learning, how the three kinds of AI tools differ, and five guardrails for parents, teachers and homeschooling families.
25 July 2026 · 9 min read
Homeschool Resources: How to Build a Stack You Actually Use (2026)
A working homeschool needs about seven kinds of resource, most of them free, and the rest is optional. The seven layers of a homeschool resource stack, what belongs in each, five questions to ask before adding anything, and where the money usually leaks.
25 July 2026 · 9 min read
Sprout Lessons vs MagicSchool, Khanmigo, Twinkl and Diffit: An Honest 2026 Comparison
MagicSchool is a teacher AI toolbox, Khanmigo a chat tutor on Khan Academy, Twinkl a resource library, Diffit a levelled-reading generator, and Sprout Lessons an interactive lesson generator for one student. How the five compare on output, curriculum alignment and price, and when to pick each.
19 July 2026 · 9 min read
AI for Homeschooling: A Practical Guide for Families (2026)
How homeschooling families are actually using AI in 2026: planning the week against the curriculum, on-call subject explanations, generating interactive lessons per child around their interests, and automatic records for registration review. Plus what to keep away from AI.
19 July 2026 · 8 min read
AI Tutoring vs a Human Tutor: What AI Does Better, and When to Pay the 80 Dollars
AI tutors now match human tutors on patient explanation, availability and cost, at a fraction of the 70 to 90 dollars an hour. Where AI tutoring genuinely wins, where a human tutor still earns the fee, and the three kinds of AI tutoring compared.
19 July 2026 · 7 min read
Sprout Lessons Now Supports US Classrooms: Common Core and NGSS Alignment (K–12)
Sprout Lessons now grounds lessons in US standards: Common Core Mathematics and English Language Arts plus NGSS Science, Kindergarten to Grade 12. How the alignment works, what the lesson footer records, and what it means if your state does not use Common Core.
16 July 2026 · 6 min read
Sprout Lessons Comes to Canada: Ontario, British Columbia and Alberta Curriculum Support
Sprout Lessons now grounds lessons in three Canadian provincial frameworks: the Ontario Curriculum (Grades 1–12), BC’s K–12 curriculum and Alberta’s K–12 programs of study. What each framework covers, how footers record the alignment, and what Canadian English changes.
16 July 2026 · 6 min read
Claude for Teachers Writes the Plan. Consumable Lessons Are the Other Half
Claude for Teachers is excellent at planning, differentiation thinking and admin, but every conversation ends in a document for the teacher. The case for consumable lessons: single-serve, interactive lessons made for one student, that the student plays and that mark themselves.
16 July 2026 · 7 min read
Using Claude for Teachers? Pair It with Consumable Common Core Lessons
US teachers should take the free year of Claude for Teachers. What it does not produce is the student-facing lesson itself. Now that Sprout supports Common Core and NGSS, here is the two-tool workflow: plan and analyse in Claude, generate consumable per-student lessons in Sprout.
16 July 2026 · 7 min read
Claude for Teachers and Differentiation: One Plan for the Class or One Lesson Per Student?
Assistants like Claude for Teachers describe differentiation brilliantly, but a described version still has to be produced and marked. Why the real bottlenecks are production and marking, and how one consumable, self-marking lesson per student collapses both.
16 July 2026 · 6 min read
What Is Claude for Teachers? What It Includes, Who Can Use It, and the Australian Angle
Anthropic launched Claude for Teachers on 14 July 2026: a free year of premium Claude for verified US K–12 educators, with US state standards and teaching skills built in. What it includes, who is eligible, and what it means if you teach in Australia.
14 July 2026 · 7 min read
Sprout Lessons vs Claude for Teachers: An Honest Comparison
Claude for Teachers gives US K–12 educators a free AI assistant for planning and admin. Sprout Lessons generates interactive, Australian-curriculum-aligned lessons the student plays. Where each genuinely wins, side by side.
14 July 2026 · 8 min read
Inside a Sprout Full-Page Lesson: A Complete Interactive Lesson on One Page
What is actually inside a Sprout full-page lesson: a contents map, worked examples that do the explaining, self-checking practice with fresh numbers, interactive tools where they count, and Australian Curriculum codes in the footer.
13 July 2026 · 7 min read
Learning Resources on Reddit: The Best Communities for Teachers, Parents and Homeschoolers
Searching “learning resources Reddit”? A field guide to the education communities worth reading - sorted for teachers, parents, homeschoolers and students - plus how to read a thread without being misled, and the one caution for Australians.
11 July 2026 · 7 min read
Sprout Lessons vs Chalkie: An Honest Comparison
Sprout Lessons vs Chalkie (chalkie.ai), compared fairly. Chalkie is a fast, global generator of slide decks and worksheets for the teacher; Sprout builds interactive, Australian-Curriculum lessons the student plays, around their interests.
5 July 2026 · 8 min read
Teaching Resources on Reddit: What Teachers Actually Recommend
Searching “teaching resources Reddit”? Here is what the teaching communities on Reddit really recommend for lesson materials - the free official sources, the community shares, the paid libraries worth it, and where an interactive tool like Sprout fits.
5 July 2026 · 7 min read
Resources for New Teachers: A Practical Starter Guide
New to the classroom and building every lesson from scratch? A practical guide to the resources first-year teachers actually need - the free official material, finding your people, a small trusted toolkit, and how to stop reinventing every lesson.
5 July 2026 · 7 min read
Teacher AI Lesson Plan Tools: What Reddit’s Teaching Communities Actually Recommend
Searching “teacher AI lesson plan Reddit”? A straight guide to what the teaching communities on Reddit actually say about AI lesson planning - which tools save real time, which produce filler, and where an interactive generator like Sprout fits.
4 July 2026 · 7 min read
Best AI Learning App for Kids: What Parents on Reddit Actually Say
Searching “best AI learning app for kids Reddit” or “best AI tutor for kids Reddit Australia”? Here is what the parenting and education communities on Reddit really say about AI learning apps and tutors - the pros, the cautions, and where Sprout fits.
4 July 2026 · 7 min read
Introducing Lesson Slides: Interactive Decks Your Student Actually Plays
Meet Lesson Slides - a new Sprout format that turns any topic into a ten-slide interactive deck your student plays through, with self-checking challenges and an XP bar, instead of a page they scroll.
4 July 2026 · 6 min read
Best AI Lesson Plan Generators for Australian Teachers (2026)
An honest guide to the best AI lesson tools for Australian teachers in 2026, sorted by what they actually produce: interactive lesson generators, curriculum-trained planners, and general assistants - plus how to choose.
27 June 2026 · 7 min read
What Is Interest-Based Learning? A Plain-English Guide
A plain-English guide to interest-based learning: what it is, how it works, why it is effective, the benefits, and how to start at home or in the classroom without lowering the standard.
27 June 2026 · 7 min read
Can AI Write Good Lesson Plans? An Honest Look at What Works (and What Doesn't)
AI can draft a lesson in seconds - but is it any good? An honest look at where AI genuinely helps with planning, where human judgement is irreplaceable, and what separates a useful lesson from filler.
19 June 2026 · 7 min read
Interest-Based Learning: How a Child's Passions Unlock Engagement
A student who tunes out of a generic worksheet will lean in when the same concept arrives wrapped in something they love. Here's how to turn interests into engagement.
18 June 2026 · 6 min read
The Science of Relevance: Why Students Remember Lessons Made for Them
Memory is built on connection. When new ideas attach to what a learner already knows and cares about, they stick. A look at why relevance is the quiet engine of retention.
15 June 2026 · 7 min read
Why Interactive Lessons Beat Passive Worksheets for Retention
Reading about a concept and doing something with it are not the same. The case for active, interactive lessons over passive reading - and what changes for students.
6 June 2026 · 7 min read
Motivation and Mastery: How Relevance Drives Deeper Learning
Surface learning answers the question; deep learning understands why. How relevance and autonomy push students from compliance to genuine mastery.
28 May 2026 · 7 min read