Neko Flow

Transforming academy curricula into personalized AI lessons with real-time insights for teachers and students.

Neko Flow

Transforming academy curricula into personalized AI lessons with real-time insights for teachers and students.

Neko Flow

Transforming academy curricula into personalized AI lessons with real-time insights for teachers and students.

Problem

Language academies face limits to scalability and retention when relying solely on human instructors. Administrative overload, delayed feedback, and generic homework slow student progress. Most critically, the time between lessons becomes a “dead zone” with no speaking practice or visibility, preventing directors from tracking learning or proving value to parents and corporate clients.

Solution

A white-label AI learning platform that converts language academies’ own materials into personalized digital practice. It fills the gap between lessons with continuous speaking feedback while reducing instructor workload. Directors gain real-time visibility into student progress, enabling academies to scale, retain learners, and prove impact under their own brand.

Results

Results

Results


+30%

+30%

Student Retention

+25%

+25%

Average Revenue Per User

Average Revenue Per User

+40%

+40%

Student Enrollment

Research & Analysis

I interviewed 10 academy directors and found key scaling bottlenecks: strong proprietary content but low adaptability, demand for white-label AI under their own brand, and distinct engagement needs.

Information Architecture

  • Academies: In-depth learning data and dashboard tools.

  • Teachers: One-Click AI Lesson Creator, student data dashboard.

  • Students: Clean, interaction-focused view for different types of practices.

Wireframing & Prototyping

The challenge was designing a UI that could be themed dynamically. We prototyped a flexible "White Label" framework where buttons, logos, and color accents could automatically update to match a client's brand. We also iterated heavily on the AI Avatar interaction, testing different layouts to ensure the "Speaking" button was accessible on mobile browsers without obscuring the conversational text.

Usability Testing

We conducted beta tests with two distinct groups: Offline Academy students (teens) and Online Adult Learners.

  • Kids struggled with text-heavy feedback, so we allowed lessons setting to show more visual feedback and gamified badges.

  • Teachers found the initial data dashboards overwhelming, so we simplified the view to surface "Top Mistakes" and "Class Progress" immediately, hiding granular metrics behind a "Deep Dive" click.

Visual Design & Style Guide

We created a default "Unicorn" theme: Playful, vibrant, and character-driven, but built the underlying components (buttons, cards, inputs) to be neutral enough to accept any corporate color palette.

“ Using Unicorn Tutor has helped me save time on correcting and assigning homework, managing students' progress has become more efficient. It saves 25% on my time weekly. ”

Nick - Teacher Manager | ACES English

Conclusion

Empowering Academies to Scale Unicorn Tutor is not just an app; it is a scalability engine for language academies. The final design delivers on the promise of High-Tech, High-Touch learning. We successfully balanced the need for robust, complex data dashboards for administrators with an intuitive, gamified interface for learners. By solving the "Data Void," we gave Academy Directors the visibility they needed to retain students and prove value to parents. The result is a flexible platform that adapts to any curriculum, without losing the academy's unique brand identity.

Check out Unicorn Tutor

Check out Unicorn Tutor