I'll provide you with a comprehensive raw list of our industry names – including typos, duplicates, and spelling variations. Your task is to clean everything up so that you end up with a maximum of approximately 100 consistent, German or English industry categories. What exactly needs to be done: • You'll use a Large Language Model or another AI-powered method and supplement it with rules or manual checks as needed. • All variations will be consolidated and assigned to a clear, English category. If it's not possible to choose a unique category based on the industry name, it's acceptable to specify up to three categories. • You'll deliver the final list as an Excel spreadsheet. Suggested columns: Original term | Normalized category | (optional) Confidence. • The table should be sorted alphabetically by the normalized category. • Acceptance criteria – Max. 100 unique categories – No empty fields, clear English terminology – UTF-8 compliant file, readable in Excel without errors I'm happy to answer any questions you may have about the existing list beforehand. Let me know which tools you plan to use and what quality assurance steps you're planning so we can get started quickly. Deadline: 26. Jan.