Once the basic workflow works, small changes to instructions and review order can make the final transcript more consistent without overcomplicating the process.
Give the task a narrow purpose instead of asking for everything at once. Tell Whisper the expected language, whether you want paragraphs or timestamps, and which terms must remain unchanged. For interviews, provide a short list of names and specialist vocabulary; for meetings, ask for action items only after the raw transcript has been checked. Keep the original audio beside the text so corrections are traceable. When a recording is long, process it in logical segments with a little context at each boundary, then inspect the joins for repeated or missing words. Use a smaller model when speed or local resource limits matter, and a larger model when difficult accents, noisy rooms, or mixed-language speech justify a slower pass. Do not judge quality by fluent sentences alone: verify facts, numbers, names, and every passage that affects a decision.
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