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The unit study guide
One unit’s concepts, worked examples and retrieval practice in a consistent format — the revision resource students photograph from each other anyway.
Creator business plan
Draft study guides, language books, lesson companions and workbooks, then review them against the actual curriculum and learners.
Reviewed by Stefan Mitrović, Founder of Automateed · Updated July 16, 2026
60-second summary
Teachers turn curriculum knowledge into study guides, practice workbooks and family learning companions — with one non-negotiable: everything generated is a draft until it passes your curriculum, age-level and accuracy review. Automateed produces the structure (sequenced explanations, practice sets, answer guidance) in minutes; your professional judgment does what no tool can — verifying that the material teaches the actual objective to the actual learner.
Concrete, not generic
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One unit’s concepts, worked examples and retrieval practice in a consistent format — the revision resource students photograph from each other anyway.
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Sequenced exercises from worked example to independent problem, with answer guidance — the differentiation tool that survives photocopying.
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How caregivers reinforce the objective at home without re-teaching — the parents’-evening handout that became a real resource.
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Vocabulary, structures and practice for a defined level — the language-learning creator handles the repetitive schema at scale.
Step by step
Specify learning objective, age, prior knowledge and curriculum context — “fractions” generates filler; “comparing unit fractions for year 4 following the national curriculum” generates material.
Study guides, workbooks and language books each have workflows that produce the right page schemas — explanation blocks, practice sets, answer keys.
Check factual accuracy, developmental fit, example quality and answer correctness against the curriculum. This pass is your qualification speaking and cannot be delegated.
Pilot a section with actual students; where they stumble is your revision list — evidence no generation pass can substitute.
Print-at-home PDF for worksheets, bound paperback for term-long resources, EPUB where devices rule — one project, every format.
Start with a free preview — the outline and early content tell you whether the direction works before anything is committed.
Create a free previewThe commercial path
Teacher-created resources have a proven market: educators buy from educators. Direct sales from a storefront pay 85% per sale (flat 15% fee, payouts via PayPal, Wise, Payoneer, bank transfer or Stripe from $100), and the same products can list on teacher marketplaces where their fees apply — many teacher-creators run both, keeping direct for bundles and repeat buyers.
The durable pattern is the series: one strong unit guide becomes a term’s set, then a year’s curriculum line, with the subscriber list from a $0 sample funding each release. School bulk orders — ten copies for a department — are a direct-sales conversation marketplaces cannot host.
Decisions that change the result
In the classroom, “understand” is too vague and “cover the topic” creates a mismatch between your plan and what the resource actually teaches. Before any generation step, write a single, observable lesson promise for the unit: a short statement that can become a quick check. Example: “I can compare two fractions with the same denominator and explain why one is larger.”
From that promise, you can extract the skill chain Automateed should build: prerequisite knowledge (what must be true first), the core explanation sequence (what you would teach in order), worked examples (the modeling you’d do on the board), and practice types (guided to independent to transfer). This prevents the common failure mode where a tool produces correct-sounding sentences but doesn’t match your teaching intent.
Teachers rarely teach to an average child. Even within one year group, you’ll have vocabulary gaps, reading-level differences, language support needs, and uneven prior knowledge. Translate those constraints into practical inputs for the resource before you generate: reading load (short paragraphs vs. dense explanations), example familiarity (school-life contexts, local references, or neutral scenarios), and scaffolds (sentence starters, step reminders, number-line visuals).
If your curriculum includes required terminology, list it. If it uses “must / should” wording for objectives, mirror it in the teacher-facing instructions so students learn the same language your assessment uses. This makes the review pass faster because you can verify terminology consistency rather than re-deciding it from scratch.
Automateed output should be shaped to the way you actually deliver learning. For a unit study guide, you want sequenced explanations and retrieval questions that work for revision sessions and homework reviews. For a practice workbook, you want repetition with variation: the same skill taught via different representations and contexts, plus answer guidance that supports checking.
For classroom reality, plan the “use moment” for each page type. If students will photograph work, keep instructions short and whitespace generous. If you will print and mark, structure exercises so each response is scannable and feedback is easy. If the resource must be accessible, decide in advance how you’ll support students who need alternative entry points (more worked examples, fewer steps per page, glossaries, or mixed-modality prompts).
Worked example
Objective (Year 4, fractions): Students can compare unit fractions with the same denominator and justify which is larger using a visual explanation. Constraints: reading for 8–9 year olds, include required term “denominator,” and avoid unfamiliar contexts. Format: printable workbook pages with an answer-check section for the teacher.
Turn the objective into a short sequence: (1) remind what numerator/denominator mean at this level, (2) show what “same denominator” allows, (3) model comparing using an area model or number line, (4) demonstrate justification sentences, (5) practice from guided to independent: identify which fraction is larger, then explain using the visual, then transfer to slightly different shapes.
Use an Automateed teacher workflow for “practice workbook” style output so the result is organized into: brief concept reminders, worked example blocks, then exercise sets labeled by difficulty. Ask for: 6 guided items (with sentence starters and step prompts), 6 independent items, and 4 transfer items that reuse the same skill in new representations. Require inclusion of the term “denominator” in the concept reminders and in at least one justification template.
Read every worked example and check that the comparison rule matches the objective: with the same denominator, students should compare numerators (and justify via the shared size). Check every answer for consistency: if a student is told “use the visual,” the justification in the answer guidance must actually reference the visual feature you provided. Also verify that the difficulty progression matches your teaching: guided items should contain more scaffolds than transfer items.
Scan the instructions as if you’re handing the page to a student who missed previous lessons. Confirm that each exercise begins with a single, clear instruction. If your cohort struggles with reading load, shorten explanations and increase the frequency of step reminders. Add a small glossary callout for “denominator” and ensure it appears where students need it, not only at the end of the unit.
When you treat the objective as a teachable sequence (skill chain + scaffold plan) and then verify every comparison rule and justification, the generated workbook becomes a trustworthy practice resource instead of a collection of plausible content.
Avoidable mistakes
If you only specify “fractions” or “comparisons,” the output will likely include general fraction explanations without guaranteeing it teaches the exact comparison rule and justification your assessment expects. Start from what students must be able to do, then let that define the structure.
Even when final answers are correct, the justification guidance can conflict with how you taught the concept (for example, referencing different denominators or switching the rule). Teachers know that students copy patterns; inconsistent reasoning is an accuracy problem and a teaching problem.
Generation can produce variety quickly, but variety can become confusion. If your learners need repeated exposure to one representation type (e.g., area models) before moving on, constrain the output to match your pacing. Use transfer items later, not in the first exercises.
If your curriculum uses specific terms or phrasing for objectives, leaving those out forces you to re-teach language later. Build terminology into the concept reminders and at least one model justification so students practice the same language you expect in work and assessments.
Where to go next
Evidence from Automateed
The category count shows what publishers are already labeling for educational use. It does not replace curriculum, age-level or accessibility review.
Published books whose authors selected Education as the public category.
Completed projects from the illustrated storybook workflow.
Real public examples
These are live public author pages, not sample titles invented for this guide. They show presentation and positioning; inclusion does not certify every claim inside a book.

Children's educational storybook
A public visual storybook that combines an age-specific learning objective with a recurring character and page-by-page format.
View public bookData note: Counts come from an aggregate Automateed production snapshot. Public-category counts use the category selected by the publisher and are descriptive, not a market forecast. Snapshot: July 16, 2026.
Quality gate
Run these checks against the actual manuscript, files and reader journey before publishing.
One clear reader and outcome
Real examples and author review
Professional files and branding
A tested next step for the reader
Continue the exact workflow
Editorial note
Educational review must happen in the context where the resource will be used. A teacher or curriculum owner should check factual accuracy, developmental level, examples, answer guidance, accessibility and any local policy requirements. The generated file is a production draft, not evidence that a school, examination body or curriculum authority has approved the material.
Questions specific to Teachers
No — everything is a draft until your review confirms accuracy, developmental fit and curriculum alignment. The tool accelerates production; the professional judgment is the product.
Never — no identifiable student data belongs in a generation prompt. Use anonymous learner profiles and follow your institution’s edtech policy.
Employment contracts vary on materials created in role. Check yours before selling; many teachers create clearly outside contracted duties to keep ownership clean.
Practice-heavy, answer-keyed, curriculum-specific resources — buyers are teachers saving Sunday evenings, and specificity to a real curriculum unit is the purchase trigger.
Generate them with the exercises, then verify every answer personally — an incorrect key is the one error teacher-buyers never forgive.
Yes — regenerate or edit the same unit at different support levels (scaffolded, standard, extension) from one project’s material, which is differentiation’s dream economics.
Both: US Letter/A4 PDFs for photocopying, print-on-demand paperbacks for term-long use. Ink-light design earns the photocopier’s gratitude.
Generation and translation cover 100+ languages — the language-learning creator and multilingual worksheets serve MFL and EAL contexts directly.
Separate the intent of each line before you review: student-facing instructions should be short, direct, and task-focused; teacher-only notes can include timing, misconceptions to watch for, or which worked example to reteach. In review, check that no teacher explanation accidentally replaces the step students need, and that student-facing pages don’t include internal comments, scanning artifacts, or unfinished reasoning.
Yes—build one core “spine” from the objective (same skill chain and same required terminology), then regenerate or edit only the practice set layers. Keep the core explanations consistent, but adjust scaffolds: support pages can add sentence starters and fewer steps per exercise; extension pages can change the representation or ask for deeper justification while staying within the same objective. This prevents you from creating multiple unrelated resources.
Explore next
Keep manuscripts, covers, formats, audio, public pages and author branding connected in one publishing workspace.
Open guideUse a guided outline, preview, editor and publishing checklist so the first project does not become a pile of disconnected files.
Open guidePackage a repeatable method as an ebook or workbook, then connect it to a course, website and direct checkout.
Open guideUse your own topic
Review the outline, visual direction and available chapters before deciding whether to continue the full project.