Will the PDF look any different?
For a scanned PDF, no: its pages are kept as they are inside the file, and the layer is written in a font with one blank glyph and in a rendering mode that paints nothing. A viewer shows the scan and, when you search or select, finds the words at the places they were read from. Pictures are different: each is fitted onto an A4-proportioned page, and WebP, AVIF, GIF and BMP are re-encoded once as JPEG.
Will it work in any PDF viewer?
It is the construction Tesseract has written into PDFs since 2013 — a Type 0 font with an Identity encoding and a ToUnicode map, nothing the PDF standard has not had since 2001. Here it is read back with pdf.js before the file is offered, and pdftotext reads it with the layout intact; other viewers were not measured, and a viewer that cannot search this file cannot search Tesseract's either.
Can I get the text on its own as well?
Use OCR a PDF, which gives you the searchable PDF and the text and Markdown together from the same reading. This tool exists for the person who only wants the searchable file and does not want to wade through outputs to find it.
How accurate is the hidden text?
As accurate as the reader: on a clean 200 dpi scan of printed type, measured at 0.2% of characters wrong in English, under 1% in Portuguese and Russian. A search for a word the reader misread will not find it, so the result panel lists the lines the reader was least sure of.
Is the document uploaded?
No. The reader and its models come to this browser; the document never leaves it. The whole job — drawing, reading, writing the layer and reading it back — runs in this tab.