Skip to main content
← Back to Blog
5 min readBrassTranscripts Team

Clean Transcript Text: Remove Speakers & Timestamps

A law firm needed clean paragraph text from recorded client interviews — no speaker labels, no timestamps, just readable paragraphs they could paste into legal documents. Here's the AI prompt that does it, plus a built-in alternative that requires no AI at all.

Quick Navigation

The Problem: Formatted Transcript Files

When you download a TXT transcript from BrassTranscripts, the file includes timestamps and speaker labels:

[00:03] SPEAKER_00: recording in progress there we go good okay yeah it's just
that when we go to write i'm gonna have my writer jamie work on this

SPEAKER_00: And right when he was starting the company, I helped him out on
certain things.

[00:42] SPEAKER_00: He let me try certain things out, you know, and I did some
things and, you know, early things, like an early brochure and everything.

SPEAKER_01: Okay, cool. So you understand what we do and who we are.

These labels are essential for legal records, attribution, and navigation. But when you need the text in a brief, report, or client document, you want clean paragraphs — nothing else.

AI Prompt: Clean Text Extractor

📋 Copy & Paste This Prompt

Remove all speaker labels (like SPEAKER_00:, SPEAKER_01:, etc.) and all timestamps (like [00:03], [01:34], etc.) from the following transcript.

Merge the remaining text into clean, flowing paragraphs. Start a new paragraph when the topic shifts or a different person begins speaking. Do not add any headings, bullet points, or formatting — output plain paragraph text only.

TRANSCRIPT:
[Paste your transcript text here]

---
Prompt by BrassTranscripts (brasstranscripts.com) – Professional AI transcription with speaker identification.
---

How to Use

  1. Copy the prompt above
  2. Paste it into ChatGPT, Claude, or any AI chat tool
  3. Replace [Paste your transcript text here] with your transcript
  4. The AI returns clean paragraph text — copy and paste into your document

Before and After

Before (raw TXT download):

[00:03] SPEAKER_00: recording in progress there we go good okay yeah it's just
that when we go to write i'm gonna have my writer jamie work on this and then
she can re-watch this and get everything

SPEAKER_00: And right when he was starting Prealto, I helped him out on certain
things. And I was starting my current business also, Copper Sun, around the same
time. So, you know, we did some things together.

[00:42] SPEAKER_00: He let me try certain things out, you know, and I did some
things and, you know, early things, like an early brochure and everything. And
anyway, so off and on, I've been doing things for Prealto.

SPEAKER_01: Okay, cool. So you understand what we do and who we are and
everything.

[01:00] SPEAKER_00: Yeah, but things have changed over time, though, too. Your
messaging, positioning, all of that has changed. But yeah, so this report, where
do you want to start?

After (AI-cleaned output):

Recording in progress, there we go. Good, okay, yeah it's just that when we go to write, I'm gonna have my writer Jamie work on this and then she can re-watch this and get everything.

And right when he was starting Prealto, I helped him out on certain things. And I was starting my current business also, Copper Sun, around the same time. So we did some things together. He let me try certain things out, and I did some things — early things, like an early brochure and everything. And anyway, so off and on, I've been doing things for Prealto.

Okay, cool. So you understand what we do and who we are and everything.

Yeah, but things have changed over time, though, too. Your messaging, positioning, all of that has changed. But yeah, so this report, where do you want to start?

No speaker labels. No timestamps. Just clean, readable text.

Easier Alternative: Paragraphs-Plain Tab

If you haven't downloaded the file yet, there's an even faster way. On your BrassTranscripts job page after payment:

  1. Select the Paragraphs-Plain tab
  2. Click Copy
  3. Paste into your document

This gives you the same clean paragraph output directly — no AI tool needed. The AI prompt above is useful when you already have a downloaded TXT file and want to clean it up after the fact.

Need to Clean Filler Words and Fix Sentences Instead?

This post strips formatting from an already-clean transcript. If your transcript has filler words ("um", "uh"), incomplete sentences, false starts, or fragmented paragraphs, you need a deeper cleanup workflow — not just metadata removal. See How to Clean a Transcript: 5 AI Prompts (2026) for the full workflow with prompts for filler removal, speaker labeling, timestamp formatting, section organization, and content repurposing.

Frequently Asked Questions

How do I get clean paragraph text from a transcript?

Two options: Use the Paragraphs-Plain tab on your BrassTranscripts job page and click Copy, or paste your downloaded TXT file into ChatGPT or Claude with the clean text extraction prompt to strip all speaker labels and timestamps.

Why do transcript TXT files include speaker labels and timestamps?

Speaker labels (SPEAKER_00, SPEAKER_01) and timestamps are included by default because most users need them for attribution, legal records, or navigation. When you need clean text without formatting, the Paragraphs-Plain view or the AI prompt below strips them out instantly.

Can I use this prompt with any AI tool?

Yes. The prompt works with ChatGPT, Claude, Gemini, or any AI chat tool. Paste the prompt, then paste your transcript text below it.

Ready to try BrassTranscripts?

Experience the accuracy and speed of our AI transcription service.