How to review an AI transcript without losing the speaker’s meaning

The most useful review is a comparison with the recording. Correct spelling matters, but a polished sentence can still misrepresent a speaker. Work through the transcript with the audio available and give the most attention to details that change the meaning.
Start with a short listening pass
Listen to a representative section before making sweeping edits. Notice the speaker’s vocabulary, pace and use of abbreviations. In a technical lecture or a Torah lesson, an unfamiliar expression may be correct. Replacing every unusual word with a familiar one can introduce new errors.
Read one passage at a time and return to the beginning of its segment when you need to hear it again. Alef Bot’s editor supports segment navigation; it should not be treated as a source of exact timing for every individual word. The editor guide explains the basic workflow.
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Prioritize details that carry meaning
Names need deliberate checking, especially when several people have similar names. Numbers need their units and context: fifteen minutes and fifty minutes are different claims. Check dates, quantities, prices and references against the audio instead of accepting the most plausible reading.
Negations and qualifications are equally important. Dropping “not” or “usually” can reverse a statement or make it more absolute than the speaker intended. For quotations, listen to the sentence before and after the selected passage. Context may change what a short excerpt appears to mean.
Separate correction from rewriting
Correcting a transcript means making it match the recording. Rewriting means adapting the content for a new purpose. Both can be useful, but keeping them separate helps you retain a dependable source version.
First save a checked transcript. Then prepare your reading copy, article or notes. If you remove repetitions, combine paragraphs or add explanatory headings, check that the sequence of ideas still reflects the original. Do not present your own summary as a verbatim quotation.
Handle uncertainty openly
If repeated listening does not resolve a phrase, leave a clear editorial note in your working copy. A guessed name or invented completion is harder for the next reviewer to detect than an explicitly marked uncertainty. Ask someone familiar with the topic when the passage is important.
When several voices overlap, preserve the uncertainty rather than forcing a confident single sentence. An AI result is a draft for review, not evidence that an unclear passage has been resolved.
Check the final file
After saving your changes, export the format you need and open it. Confirm that the edited wording is present and that paragraph breaks or subtitle timing still make sense. If you deliver subtitles, play them with the video; reading the text alone cannot reveal every timing problem.
A final review should answer three questions: does the text reflect the recording, are uncertain passages visible, and can the recipient use this version for its intended purpose? See export and download when you are ready to deliver.
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