Brilliant's Personal Tutor, Koji vs Gemini 3.1 Pro
Side-by-side comparison of features, pros & cons, pricing, and community votes (2026).
🏆 Gemini 3.1 Pro leads with 584 upvotes

A world-class tutor for every home
Brilliant's Personal Tutor, Koji, represents a significant leap in online education by transforming traditional learning into an interactive, personalized experience. Designed to emulate the best human tutors, Koji engages learners with thoughtful questions, dynamic sketches, and adaptive teaching methods tailored to individual learning styles. This evolution of Brilliant's platform makes complex concepts more accessible and engaging, utilizing artificial intelligence to provide real-time feedback and customized guidance. Ideal for students, lifelong learners, and educators seeking a smart, interactive supplement to their learning routines, Koji aims to make high-quality tutoring available at home for everyone. Its intuitive interface and intelligent adaptivity set it apart, creating a truly personalized and effective learning environment.
Pros
- AI-driven personalized tutoring that adapts to individual learning styles
- Interactive features like sketching and real-time questioning enhance engagement
- Emulates human-like teaching methods for a more natural learning experience
- Accessible from home, making quality education more convenient
- Supports a wide range of subjects within education and STEM fields
Cons
- Potentially limited availability of advanced features without subscription
- May require a stable internet connection for optimal performance
- As an evolving product, some features might still be in development or refining
Best for
- • Supplementing school or college coursework with personalized tutoring
- • Preparing for exams through targeted, adaptive practice
- • Learning new STEM concepts with interactive sketches and questions
- • Providing accessible, on-demand education for lifelong learners
Pricing: Likely operates on a freemium model, offering basic features for free with premium plans that unlock advanced tutoring capabilities, personalized feedback, and additional content. Specific pricing details are not publicly confirmed but are expected to start around a modest monthly fee.

A smarter model for your most complex tasks
Gemini 3.1 Pro is an advanced AI model tailored for tackling complex tasks that demand deep reasoning and nuanced understanding. Building on the strengths of the Gemini 3 series, this version offers enhanced capabilities for problem-solving, making it ideal for professionals and organizations needing sophisticated AI assistance. Whether it's complex coding challenges, detailed data analysis, or intricate decision-making processes, Gemini 3.1 Pro provides a smarter, more reliable baseline for high-stakes applications. Its architecture is optimized for core reasoning, positioning it as a preferred solution for tech-driven sectors such as software engineering and artificial intelligence. The tool's ability to handle multi-layered tasks sets it apart from simpler models, ensuring users get more accurate, context-aware results that drive productivity and innovation.
Pros
- Enhanced core reasoning capabilities for complex tasks
- High accuracy and context-awareness
- Built for demanding problem-solving scenarios
- Suitable for professionals in software engineering and AI
- Strong community support with over 584 ProductHunt votes
Cons
- Potentially higher cost due to advanced features
- Steeper learning curve for new users
- Limited details on specific pricing plans
Best for
- • Advanced code generation and debugging
- • Complex data analysis and insights
- • Automating intricate decision-making processes
- • Research and development in AI projects
Pricing: Likely follows a subscription-based model with tiered plans, possibly offering a free trial or limited free access, with paid options starting around a moderate monthly fee for professional use.