Editorial methodology
How I decide whether you should build it.
Every verdict starts with a practical question: can one person build a useful, safe version of this for their own use—and is doing that actually better than paying for the existing product?
What each verdict means
- YES
- The core personal workflow is small, reasonably safe, and achievable with current AI tools. The useful first version usually needs no public accounts, sensitive backend, or specialist infrastructure.
- YES, BUT
- A useful version is buildable, but you will lose an important paid feature, accept a meaningful limitation, or maintain a service or integration yourself.
- ADVANCED
- The build needs real technical work such as authentication, cloud sync, paid APIs, native-device behavior, or ongoing deployment and maintenance.
- DON'T BUILD IT
- The product depends on security, medical or financial reliability, payment infrastructure, regulated or highly sensitive data, licensed datasets, or network effects a personal build cannot responsibly reproduce.
How an assessment is made
- Identify the real job. I separate the core reason people use the app from its full commercial feature list.
- Define the smallest useful personal version. The article describes what one person actually needs to build—not a pretend plan to recreate an entire SaaS company.
- Check the hard constraints. I look for sensitive data, payments, authentication, background behavior, native-device access, external APIs, licensing, collaboration, and reliability requirements.
- Research the current product. Pricing, free tiers, export options, official help documentation, app-store listings, and material limitations are checked and dated where relevant.
- Compare building with buying. Time, paid AI plans, hosting, APIs, maintenance, missing features, and the cost of getting something wrong all affect the verdict.
- Give the reader a next step. Each assessment should lead to a scoped starter prompt, a safer reduced version, or a clear reason to keep paying.
Reviewed and tested are different
Reviewed means I researched the product and assessed the proposed build against current AI and platform capabilities. It does not mean I built that exact project end to end.
Tested means a working version was built and checked. Tested pages include a test date and, where possible, a demo or direct evidence from the build.
If a material fact cannot be confirmed from a reliable source, it should be described as uncertain rather than presented as established fact.
How AI is used
AI tools, including Claude, help organize research, compare product documentation, produce first drafts, and structure build specifications. Nina Kolari sets the scope and verdict, reviews the article, and is responsible for the published result. AI assistance does not turn an untested build into a tested one.
Independence and affiliate links
No company currently pays for a canaibuild verdict. The site may use clearly marked affiliate links in the future, including links to tools Nina uses such as Cursor and Lovable. An affiliate relationship will never determine whether a product receives a positive or negative verdict.
Affiliate links will be marked with an asterisk and disclosure. If you buy through one, canaibuild may earn a commission at no additional cost to you.
Corrections and changing information
Software pricing and features change frequently. Every assessment displays a review date, and price-sensitive claims should identify when they were checked. If you find an error, contact Nina through NinaKolari.com so it can be reviewed and corrected.