GPT-Transcribe
An older OpenAI system for speech-to-text transcription, now being replaced by newer models like Whisper.
GPT-Transcribe was an early tool from OpenAI designed to convert spoken audio into written text. Think of it like a digital secretary that could listen to a recording and type out what was said.
OpenAI is now moving users to a more advanced system called Whisper for this task. The cookbook mentioned in the news is a guide to help people switch from the older GPT-Transcribe to the newer Whisper system.
GPT-Transcribe refers to an earlier generation speech-to-text system developed by OpenAI. It has largely been superseded by the more capable and widely adopted Whisper model.
The migration guide indicates a transition away from this legacy system, likely due to performance, accuracy, or feature improvements in Whisper.
This term is appearing now because OpenAI is actively guiding users to migrate from GPT-Transcribe to its newer Whisper model. The news highlights this transition process, showing a practical step in the evolution of OpenAI's audio processing tools.
- OpenAI Cookbook: docs(audio): add Whisper to GPT-Transcribe migration cookbook (#2900)OpenAI · OpenAI Cookbook ·
- OpenAI ChatGPT
- OpenAI developed GPT-Transcribe as an earlier speech-to-text system and is now promoting migration to its successor, Whisper.
- GPT-3
- GPT-3 is a large language model focused on text generation, not speech tr
- Whisper
- Whisper is OpenAI's current, more advanced model for speech-to-text tra
The term GPT-Transcribe likely originated internally at OpenAI to describe a specific application or iteration of their speech-to-text technology, possibly built upon earlier GPT architectures.
You can try the current OpenAI speech-to-text technology by using the Whisper API or a related application. Upload an audio file or provide a link to a recording and see how accurately it transcribes the spoken words into text.
The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.
- PromptRole-play a student struggling with math for AI tutor simulationSimulate a student's math struggles and uncertainty for AI tutor evaluation. · 5 min
- TemplateReusable workflow templates for healthcare teamsTeams can create and share templates for common workflows like documentation or prior authorizations. · 15 min
- TemplateTemplate for building an AI tool tailored to your workA structured approach to defining and building a custom AI tool for specific business needs. · 15 min
- TemplateEvals CSV prompt list for agent skillsA CSV file template for listing prompts used in evaluating agent skills. · 20 min
- HeuristicDouble coding agent task completion with docs linksProviding coding agents with a documentation link significantly increases their task completion rate. · 2 min
Questions people ask
- What is GPT-Transcribe used for?
- GPT-Transcribe was used for converting spoken audio into written text, a process also known as speech-to-text transcription.
- Is GPT-Transcribe still the best option?
- No, OpenAI has released Whisper, which is a more advanced and accurate model for speech-to-text, and is recommending users migrate to it.
First seen on Subvolts Jul 28, 2026. Updated Sep 15, 2026. Written by an AI model from the items above and reviewed against them weekly; report an error.

