Make AI-generated apps editable, maintainable, and ready for production.
Snowball-InsightV.ai turns generated software into systems you can actually run, edit, and maintain in production.
Why Snowball-InsightV.ai?
Snowball-InsightV.ai is a structured runtime for post-processing, control, validation, and maintenance of AI-generated applications.
Constrained generation
- AI works inside clear structure and boundaries, improving consistency and output quality.
- With Snowball Skills, pre-configured templates that guide AI, applications for scenarios like education platforms, dashboards, and internal tools can be generated more reliably.
Control after generation
- Generated applications remain editable and maintainable inside Snowball's runtime instead of becoming frozen outputs.
- Teams and customers can post-process UI, logic, and data structures manually or with AI, even after delivery.
- The same application runs on web and mobile at the same time.
Real source code
- Snowball generates real TypeScript source code for both frontend and server logic.
- Snowball works directly with real application code rather than intermediate JSON or DSL layers, making systems easier to inspect, modify, and maintain.
- There is no hidden lock-in layer. Teams can extend the system with confidence.
Built-in capabilities
- AI assistant for modifying UI and logic
- Built-in authentication and common application structures
- Pre-configured themes and UI components
- Reusable modules for dashboards and internal tools
These features help teams focus on product logic instead of boilerplate setup.
Use cases
Snowball is used across two domains: practical application delivery and education scenarios.
Snowball helps teams quickly turn ideas into internal tools.
- Rapid prototyping for new product ideas
- Internal tools for small teams and startups
- Data dashboards and simple reporting systems
- Admin panels and operational workflows
- Experimenting with AI-generated applications
Snowball can also be used as a learning environment for AI-assisted development.
- Workshops demonstrating vibe coding concepts
- Understanding basic software structure (UI, logic, data)
- Software thinking for non-engineering teams
- Introduction to AI-assisted development
- Learning by modifying simple applications
Engagement models
Choose the way to work with Tisoul: custom product delivery or hands-on training.
Editable delivery, not one-time output
We deliver a custom application that your team can keep editing and maintaining after delivery.
- Fixed-scope pilot and clear delivery plan
- Production-ready app with optional private deployment
- Editable and maintainable handover with no lock-in
Build with AI and take your app home
Learners build with AI in class and leave with their own working application.
- Practical workshops for students, teams, and schools
- Learn by building and modifying real applications
- Example: kids build a fun game and take it home
About Tisoul
Tisoul is a small AI-focused studio based in Finland.
We explore how artificial intelligence and solid engineering can work together
to build practical software people can actually use.
Contact
Want a demo, a pilot, or a workshop? Reach out.