Document Transcribe has been helpful for the Lefaucheux Museum in our work with old French handwritten patents, letters, and research documents. One of the main benefits is that transcription and translation are handled in the same workflow. We can organize documents by project, process multiple pages, and then review the transcription and translation together. That has made it much easier to work through long archival documents without constantly moving between different tools. The interface is simple enough for non-technical researchers to use. The project organization, language settings, and ability to adjust settings for specific types of documents are especially useful for our work. Since we deal with older handwriting and technical patent language, the AI-generated notes and areas marked for review are helpful because they show where a human should double-check the result. The performance has been good for our research needs. It gives us a strong first pass on documents that would otherwise take a long time to transcribe manually. The built-in editing is important too, because historical documents still need careful review, but we are no longer starting from a blank page. From an ROI perspective, it has reduced our need to pay external native speakers or transcription specialists just to get an initial transcription and translation of old French documents. We still review important material carefully, but Document Transcribe usually gets us far enough along that outside help is no longer needed for every document. That has lowered costs and made our research process more self-sufficient. The sharing links are also useful when we want to let someone else view a processed document without needing an account. Overall, Document Transcribe has become a practical part of our historical research workflow.