About AX
What AI transformation (AX) in education is, and the order in which it proceeds.
What Is Education AX?
AX (AI Transformation) is not a matter of adding one more AI tool. It means redesigning the way lessons are prepared, delivered and recorded on the premise of AI. Flipsson transforms everything from lesson material creation and lesson delivery to result collection, instructor management and performance reporting within a single system.
Recurring Problems in Education
Education coordinator
For every program we repeat the same work: recruiting instructors, paperwork and settlement. We need an operating framework we can rely on.
Instructor
I spend more time preparing materials and organizing results than teaching. It is also hard to see student responses during class.
Institution administrator
When instructors change, lesson quality changes too, and with no record of what was taught, it is difficult to report outcomes.
Nallijaku, the operator, faced these problems first-hand while running classes at more than 52 institutions, and built the solution into a product.
Conventional Operation vs. After AX
| Task | Conventional approach | With Flipsson |
|---|---|---|
| Lesson material creation | Each instructor prepares slides and worksheets separately | Upload existing lesson materials (PDF, PPT, Hangul (HWP) documents) and AI automatically converts them into lessons built from activity blocks |
| Lesson delivery | Switching back and forth between screen sharing and separate tools (quizzes, surveys) | Instructor and student screens synchronized in real time; quizzes, discussions and practice run on one screen |
| Result collection | Collecting worksheets, submissions via messenger, manual tallying | Student answers and submission status accumulate on the instructor's screen in real time and are archived automatically |
| Instructor management · Settlement | Scheduling by email and phone, settlement in Excel | Dispatch recruitment and confirmation, schedule conflict checks, dispatch confirmations and settlement records handled on one screen |
| Performance reporting | Gathering materials after a program ends to write a report | Dispatch and settlement metrics and learning outcomes such as assignment submission rates reviewed in performance reports |
| Account management | Accounts created and revoked by hand for every hire, departure and class change | Sign in with the institution's own accounts via SSO; account creation and removal synced automatically via SCIM |
Stages of Education AX
- Assessment
We review your current programs, existing lesson materials, the number of instructors and learners, and your administrative workflows.
- Transition
One or two flagship programs are moved to Flipsson lessons, and organization and instructor accounts are set up.
- Stabilization
One program or one semester is run in practice while instructor training and operating procedures are refined.
- Expansion
Proven lessons and operating procedures are extended to all programs and all instructors, and outcomes are managed as data.
Custom AX by Institution Type
AX solves different problems at different institutions. Flipsson designs the scope and deployment model around each institution's type and way of operating.
| Institution type | Challenges | Custom AX solution | Recommended plan |
|---|---|---|---|
| K-12 schools | Uneven lesson quality across teachers; heavy workload collecting, recording and tallying performance assessments | Subject lesson plans auto-converted into participatory lessons; assessment submissions and records accumulated automatically; SSO sign-in with school accounts | Enterprise |
| Universities | Low engagement in large lectures; managing team projects and labs | Live quizzes and discussions to drive engagement; team building and team labs; SSO/SCIM integration with academic accounts | Enterprise |
| Public agencies and local governments (e.g. career experience centers) | Administrative load of recruiting, assigning and paying instructors and preparing paperwork; program performance reporting | Dispatch schedules opened and confirmed, dispatch confirmations issued, settlement and performance reports ready for program reporting | Enterprise (dispatch model) |
| Education companies and instructor-dispatch agencies | Lesson quality that varies by instructor; growing instructor management workload | One master lesson delivers the same quality for every instructor; instructor pool, assignments and settlement unified; instructor accounts managed automatically via SCIM | Enterprise (dispatch model) |
| Textbook and content publishers | Cost of digitizing materials; unauthorized copying; finding sales channels | Bulk conversion through automatic content conversion; licensing controlled with approval codes and edit locks; revenue from academy usage fees | Enterprise (content supply model) |
| Academies and tutoring centers | Student management and class preparation workload; little evidence to share with parents | Bulk student account creation, unlimited instructor invitations, learning history built from class records, monthly fees paid automatically by card | Academy |
| Corporate training | Tracking participation and completion; an LMS already in place | Company accounts linked via SSO/SCIM; completion criteria and automatic certificates; AI features added to the existing LMS and in-house systems | Enterprise + custom AX development |
These are representative examples. The actual scope is agreed with each institution during the requirements assessment.
Four Principles of Flipsson AX
Safety
AI that works alongside learners must be safe. Permissions are determined in a single place, and institutional data is kept separate for each institution.
Customization
Every institution operates differently. Adoption follows the structure that suits your institution: dispatch, content supply or academy.
Efficiency
Less administration, more teaching. Repetitive work such as scheduling, paperwork, settlement and tallying is handled by the system.
Data-Driven
Every lesson is kept as a record. Institutions gain performance reports, and instructors gain a teaching history, as assets.
AI Features of Flipsson

Flipsson includes built-in AI features that support lesson design and delivery. AI usage draws on the allowance included in each plan and can be topped up when it runs out.
- AI assistant 'Flippy' — handles usage guidance, class lookups and simple lesson edits through conversation
- Flipsson AI — syllabus drafting, quiz generation, class creation, tutor chatbot
- Automatic content conversion — turns PDF, Office, Hangul (HWP) and image materials into lessons structured as sessions, modules and blocks
- External AI agent integration (MCP) — the same permissions and limits as the web editor apply
Custom AX Development
If you already use systems such as a question bank, LMS or in-house training platform, adoption is also possible by adding AI capabilities without replacing those systems.
Custom AX scope
| Institution-specific AI tutor | A tutor chatbot that answers only from the materials the institution provides, attached to its classes. |
|---|---|
| Integration with existing systems | Connects to LMS, question banks and academic or HR systems through SSO, SCIM and APIs, adding AI without replacing what you already use. |
| Bulk content conversion and generation | Converts existing materials and question banks with AI or generates similar items, then applies them after staff review. |
| Custom reports | Builds dispatch, settlement and learning-outcome reports around the institution's own reporting format. |
Custom development process
- Analysis of existing DB and materials
- AI generation and conversion
- Review by staff
- Integration into existing system
Custom development is arranged separately according to scope and schedule.
To find the right AX scope for your institution, send us an inquiry. We start with a requirements assessment together.
Inquire About Custom AX Development- Contact
- Flipsson institutional adoption support
- Phone
- 010-5029-6452
- [email protected]
- Last updated
- September 26, 2026