CopyCompass
Revolutionizing the educational ecosystem with a mobile app designed to enhance interactive learning and peer collaboration.
MarkovML • 2024 - 2025 • New Product Development
Impact & Outcomes
First Paid Customer Secured
The platform launched with its first paying customer, starting a pilot with education publishers and instructional design firm managing large-scale academic content projects.
Faster Content Creation
Test users reported a clear increase in content generation speed during the pilot, reducing the time spent on manual research, writing and formatting.
Higher Trust in AI Writing Tool
Writers felt more confident using AI thanks to clear, explainable flows and built-in safety checks like citation support and plagiarism detection.
Expanded Use Cases
The flexible design made it easy to extend the platform’s use from education to GTM and marketing teams, opening new business opportunities.
Stage 4. User Testing & Iterations
Organized a series of remote user testing sessions, employing both qualitative and quantitative methods to evaluate the app's usability and effectiveness in fostering collaborative learning. Analyzed feedback to identify patterns and areas for improvement, leading to several design iterations that enhanced user engagement and satisfaction.
Stage 5. Final Presentation and Documentation
Prepared an in-depth presentation and comprehensive documentation detailing the research findings, design rationale, user testing outcomes, and the iterative design process. Highlighted the app's potential to transform the educational landscape by making learning more interactive, engaging, and collaborative.
Key UX Solutions
Start Writing with AI
Jumpstart your writing with AI. Draft, brainstorm, or write effortlessly - just input a prompt, and get structured content in seconds. Skip writer’s block and refine your ideas with ease.

Paraphrase or Edit Content
Refine your writing by making precise edits or rephrasing sections to enhance clarity and tone. Highlight any section, and AI transforms it into polished prose instantly.

Multi-AI Chat + Knowledge Vault
Brainstorm new ideas, draft paragraphs, or get feedback directly in the chat panel. Because the AI has context of the current document and can draw from source materials in the Knowledge Vault, it generates more accurate, relevant suggestions, helping users focus on creativity and content quality.
The Knowledge Vault stores previous documents like lessons, assessments, and guidelines, so AI can reference them when generating new content. This keeps writing consistent with past work, aligned with institutional standards, and makes it easier for teams to reuse and adapt content at scale.

Plagiarism & AI Detection
Ensure originality with advanced detection tools. Instantly check for AI-generated text and plagiarism, guaranteeing authentic, unique content that meets academic and professional standards.
Smart Citations
Save time and ensure accuracy with automated citation generation and style guide compliance. Whether it's Chicago, APA, MLA, or custom formats, you can format your work effortlessly.