Not every AI-built MVP needs to be rebuilt. If the product is only being used to validate an idea internally, it may already be enough for this stage. But if you are preparing to onboard real users, handle customer data, charge money or operate it long term, it is worth reviewing the deployment, permissions, database, backups, security and maintenance approach. Snowsy focuses on whether the product is reliable enough for its current business stage, not on rewriting it just because AI was involved.

Yes. A software health check is meant to help non-technical founders and small businesses understand the real condition of a project. We try to translate technical issues into business risk, such as what could affect users, data, launch readiness, billing or future development, instead of handing over a report that only developers can interpret.

The scope depends on the project, but it usually covers code structure, deployment, database and data security, permission management, backups, production configuration, third-party services and ongoing maintenance risk. The goal is not to find every possible code improvement. It is to identify the issues that could materially affect the business.

No. The health check can be a standalone service. After the review, Snowsy can continue with remediation, or you can hand the findings to your current developer or another team. The aim is to help you judge the situation first, then decide whether further investment makes sense.

It can be assessed. Snowsy can review the existing codebase, deployment setup, database, third-party services and project documentation, then help decide whether the project is suitable for ongoing maintenance, gradual remediation or partial replacement. If documentation is missing or the engineering workflow is messy, a project review is usually the best first step before defining a takeover scope.

Usually not. A full rewrite is expensive, takes longer and can reintroduce problems that had already been solved. We prefer to separate what must be fixed now, what can stay for the moment and what is better replaced gradually. A larger refactor or rewrite only becomes a serious discussion when the current architecture is clearly blocking maintenance or business growth.

Yes. Snowsy is often a good fit for clearly scoped engineering work that can be delivered in stages, such as a new admin feature, API, automation workflow, internal tool or an improvement to one part of an existing system. When requirements are still changing quickly, starting small is often the better path.

No. AI MVPs are a common type of project right now, but Snowsy also works on standard web applications, internal systems, APIs, business automation and custom software development. Whether the software started with AI, outsourcing or an existing in-house team, the main focus is its current condition and the business goals ahead.

Snowsy is more focused on small businesses, founders and software that already exists. Instead of starting with a large custom build plan, we usually begin by understanding the current business and technical risks, then move forward through health checks, project takeover, focused development and staged remediation. That approach is often a better fit for teams that do not have a full internal IT function but still need dependable software engineering support.

If you already have a website, SaaS product, AI MVP or internal system, the first step can be a 20-minute introductory conversation. We use that discussion to understand the project stage, current issues and short-term goals, then decide whether a software health check, remediation, custom development or no further development work is the right next move.