Limits and best practices

Use Cocoding AI as an iterative builder. You will get better results from scoped changes than from one very large request.

Best practices​

• Start with a clear first version.
• Add integrations one at a time.
• Validate preview after each major change.
• Keep secrets out of prompts and screenshots.
• Use test data until the workflow is proven.
• Save or download important project states when the option is available.

Scope limits​

Large product requests can be ambiguous. If generation stalls or produces weak results, split the app into:

• Core data model.
• Public user flow.
• Admin flow.
• Billing or integration flow.
• Styling pass.
• Testing and error handling.

Recommended build sequence​

Step	Goal	Example prompt
1	Product skeleton	Build the main pages, roles, and navigation.
2	Data model	Add PostgreSQL tables, seed data, and CRUD screens.
3	Core workflow	Make the primary customer or admin flow work end to end.
4	Validation	Add required fields, error messages, and empty states.
5	Integration	Add one provider such as Stripe, Slack, or Supabase.
6	Polish	Improve mobile layout, copy, and dashboard clarity.
7	Handoff	Document setup, environment variables, and known gaps.

When to pause generation​

Pause and review when:

• The assistant is changing many unrelated files.
• A database migration affects important records.
• A provider secret or callback URL is involved.
• The preview error repeats after more than one attempted fix.
• The requested change is now larger than the original app.

In those cases, ask Cocoding AI to summarize the current state and propose a smaller next step.

Handoff checklist​

Before handing a generated project to a developer:

• Confirm the main user flow works.
• Review generated files.
• Document required environment variables.
• Remove placeholder data.
• Confirm database schema.
• Check licensing and third-party service requirements.

Keep generated apps maintainable​

• Prefer clear table and file names over clever abbreviations.
• Keep business rules visible in prompts and docs.
• Ask for server-side boundaries when secrets are involved.
• Add tests or validation around billing, authentication, and destructive actions.
• Review generated dependencies before production deployment.