Sources and image provenance

Read the comparison · Download the native Excel workbook · Structured sources

Product statements retain their official-documentation scope. The reviewer provided the shared-corpus conditions and relative speaker-identification result. The six-turn handoff fixture is original constructed text with its own format and arithmetic checks.

Product and format sources

1. WhisperTranscribe.ai file transcription interface

   WhisperTranscribe.ai · · official product documentation

2. WhisperTranscribe.ai Help & Support Center

   WhisperTranscribe.ai · · official product documentation

3. Whisper Transcribe AI — ChatGPT plugin entry

   ChatGPT / WhisperTranscribe.ai · · official product documentation

4. Speaker Management

   Otter Help · · official product documentation

5. Tagging speaker names in a conversation

   Otter Help · · official product documentation

6. Speaker Identification Overview

   Otter Help · · official product documentation

7. Export conversations

   Otter Help · · official product documentation

8. Disable Speaker Learning

   Otter Help · · official product documentation

9. Best Practices to Maximize Speaker Identification

   Otter Help · · official product documentation

10. How to Edit Speaker Labels in Uploaded Files

    Fireflies · · official product documentation

11. How to edit speaker labels or names in a transcript

    Fireflies · · official product documentation

12. How to Download Transcripts, Summaries, and Meeting Recordings from Fireflies

    Fireflies · · official product documentation

13. How Fireflies joins and records your meetings - FAQs

    Fireflies · · official product documentation

14. Automatic speaker detection

    Descript · · official product documentation

15. Speaker labels

    Descript · · official product documentation

16. Export your transcript as a text file

    Descript · · official product documentation

17. Export subtitles

    Descript · · official product documentation

18. Sequence overview

    Descript · · official product documentation

19. Fix duplicate transcripts or mic bleed

    Descript · · official product documentation

20. Edit like a doc

    Descript · · official product documentation

21. Reviewer-provided speaker-identification test conditions and result

    Reviewer; statement supplied directly by the user · Received 2026-10-24 · user_confirmed_qualitative_test_result

Images

• whisper-chatgpt-transcript.en.png — WhisperTranscribe.ai transcription controls in ChatGPT, including the optional Speaker Detection setting.

  user_supplied_chatgpt_interface · 2026-10-22

  Original source
• descript-editor-official.webp — Descript’s official editor view shows transcript editing alongside the video timeline.

  official_product_interface · 2026-10-20

  Original source
• otter-speaker-management-official.png — Otter’s official Speaker Management illustration shows names, tagging sources and management controls.

  official_documentation_interface_capture · 2026-10-24

  Original source
• fireflies-speaker-labels-official.png — Fireflies’ official tutorial shows a speaker label being edited inside the transcript.

  official_tutorial_interface_capture · 2026-10-24

  Original source
• cover.png — Speaker labels and transcript exports comparison: WhisperTranscribe.ai, Otter, Fireflies and Descript.

  editorial_comparison_cover_with_genuine_product_marks · See original source record