Beautify or redesign an existing website through iterative pingfusi review rounds with a real human reviewer. Use when asked to "beautify this website," "make this page look professional," "polish this UI/design," "improve the visual design," or finish an AI-built page when there is no reference site to match. Do not use for pixel-matching a known original; use fix-with-pingfusi for that.
Fix or polish an existing website clone/draft using pingfusi review rounds. Use when the user says "fix it with pingfusi", "polish this clone", "make this match the original", or asks to finish/verify a draft built by any tool (ditto, lovable, v0, hand-written) until the review passes.
Clone, copy, or replicate a website/page pixel-perfect using pingfusi. Use when the user asks to clone a site or page with pingfusi, copy a webpage's design, replicate a page, or make a pixel-perfect copy of a URL. Drives the full enforced pipeline - capture, numeric gates, behavior reproduction, and review rounds answered by an independent reviewer on the pingfusi service - iterating until that reviewer approves.
Have a rendered video reviewed by a real human against the prompts that produced it, through iterative pingfusi review rounds. Use when asked to "review this video", "check the rendered video", "does this video match the prompt/brief", or after rendering a Remotion composition or AI-generated clip that no test can judge. Do not use for web pages (use fix-with-pingfusi or beautify-with-pingfusi) or for pixel-matching a site (use pixel-perfect-clone).