Long before the Chrome Web Store release, ClipEngine AI started life as a browser-based workspace where contributors uploaded screenshots and notes to get metadata back. Most of what you see in the extension today — the keyword chip system, the Intelligence and Research panels, Clip Insights, the technical audit, clip history, themes and zoom levels, and the suffix system — was first built, tested, and refined there. We later moved the whole experience inside BlackBox itself as a Chrome side panel because nothing beats working where you already are. A private beta followed, with direct feedback from stock footage creators informing dozens of fixes and polish passes before the public launch. The web workspace has since been retired; the Chrome Extension is the product going forward.