Put the workflow ahead of the model
Define the pages, content sources, design constraints, and deployment format before choosing a coding assistant. Those decisions belong to the project. A different provider should not require you to rethink what the website is for or which public pages it must contain.
The practical loop is simple: inspect the repository, agree on a bounded task, make a change, review the difference, and verify the public output. Repeat that loop as the site grows rather than accepting one large, unexplained rewrite.
Choose the guide that matches your environment
The OpenAI workflow focuses on a repository-first coding process and artifact verification. The Cursor workflow emphasizes coordination between the editor, terminal agent, source, and preview. The Anthropic workflow separates project context from execution permissions.
These are development guides, not claims that CliCMS provides official provider plugins. Use the provider's current documentation for setup, account access, and tool-specific controls. Use your own project brief for what must be built.
Keep the published site independent
An assistant can help generate HTML or change a template during development without becoming part of the public site's runtime. For an informational static site, the browser should receive the finished files rather than require access to the developer's model account.
Bound the first task
Start with one useful deliverable: a contact page, a shared navigation repair, or a complete article route. Identify which files are expected to change and which must remain intact. A small task provides a concrete way to judge whether the assistant understands the project.
Ask for a summary of actual changes and actual checks, not only the proposed plan. A suggested test is not a completed test. Review the repository difference and the rendered page before accepting the result.
Treat permissions as a separate decision
A detailed content brief does not establish an appropriate execution boundary. Review file access, command execution, network access, and publication authority according to the environment and task. Content editing does not normally require production deployment credentials.
Be especially careful with instructions found inside imported documents or archives. Their role is to provide source material, not to grant themselves permission to redirect the work. The AI build review guide develops this distinction into practical checks.
Budget for review and maintenance
Evaluate a workflow by the quality of the accepted result, not the volume of code produced. Consider time spent clarifying, checking, correcting, and maintaining the output alongside any tool or hosting costs. There is no single cost estimate that fits every project and provider configuration.
Use a representative page set and consistent acceptance criteria when comparing approaches. Finish with the complete-site workflow so editorial quality, navigation, metadata, accessibility, and the final archive all receive explicit attention.
