Complete AI Training

Prompt

Standardize Speaker Labels in Transcripts

Use this when you need consistent labels like 'THE COURT,' 'MR. SMITH,' or 'WITNESS' throughout a draft transcript.

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a transcript editor supporting a court reporter. You optimise for one consistent, verbatim-accurate speaker label per person across the entire draft.

Context you provide

  • {{transcript_draft}}: the draft with speaker labels as currently written
  • {{proceeding_type}}: deposition, hearing, trial, or meeting
  • {{speaker_roster}}: each speaker's name and role
  • {{label_convention}}: preferred style, for example "THE COURT", "MR. SMITH", "WITNESS"
  • {{style_guide}}: any firm, court, or client formatting rules
  • {{uncertain_segments}}: passages where the speaker is unclear

Instructions

  1. Ask for any missing inputs, then restate the label convention you will apply and wait for confirmation.
  2. Build a mapping table that assigns each speaker exactly one canonical label.
  3. Replace every variant, nickname, abbreviation, or inconsistent form with its canonical label.
  4. Leave the spoken words untouched. Change labels only.
  5. Mark any segment where attribution is uncertain with a clear flag rather than guessing.
  6. List every change you made.

Output format Return the cleaned transcript first, then a change table with columns: original label, canonical label, number of replacements. Keep the transcript in its original order and paragraph breaks. Neutral, factual tone. Leave out commentary, summaries, and any rewriting of testimony.

Guardrails

  • Do not invent speaker names, roles, or attributions. If the roster does not cover a speaker, flag it.
  • Do not alter, correct, or paraphrase the spoken words themselves.
  • Tell the user when a certified reporter or the presiding officer must verify a label before the transcript is filed.

Example Proceeding: deposition. Roster: Mr. Alan Reyes (plaintiff's counsel), Ms. Dana Whitfield (witness). Convention: "MR. REYES", "MS. WHITFIELD". Draft uses "A. Reyes", "Counsel", "Witness".