Use the AI model for generation and reasoning; use local desktop automation only for repeated navigation that no longer requires a decision.
Prepare the reasoning work first
Prepare the prompts first, then record one stable submission-and-next-item workflow in the Claude interface.
Record one submission cycle
MacroLoop can hold a prepared prompt queue and replay the mouse-and-keyboard sequence used to submit each item. Start with a short batch and allow enough time for the slowest response.
Keep output review human
Claude’s interface, limits, and policies can change. Review outputs, avoid sensitive prompts, and stop when the page state differs from the recording.
THE TAKEAWAY
Automate prompt delivery, not the judgment required to validate Claude’s answers.