OpenAI transcription (gpt-4o-transcribe, gpt-transcribe, Whisper)
A family of speech-to-text models spanning batch and realtime use: Whisper and gpt-4o-transcribe for files, gpt-4o-transcribe-diarize for speaker-separated transcripts, and gpt-live-transcribe / gpt-realtime-whisper for streaming. gpt-transcribe is the cheapest per-minute option on the pricing page.
- Weights
- Not released
- API
- Yes
- Commercial use
- Vendor states commercial use is permitted
Note the open-weights Whisper release (MIT) is a separate artefact from the hosted whisper-1 endpoint priced here.
Specification
- What it takes in
- audio
- What it makes
- text
- Controls
- timestamps, streaming-low-latency
- Weights
- Not released
- API
- Yes
- Pricing
- gpt-transcribe $0.0045/min; Whisper $0.006/min; gpt-4o-transcribe $0.006/min (or $2.50/1M input, $10.00/1M output tokens); gpt-4o-mini-transcribe $0.003/min (or $1.25/$5.00 per 1M); gpt-4o-transcribe-diarize $0.006/min; gpt-live-transcribe and gpt-realtime-whisper $0.017/min; gpt-realtime-translate $0.034/min.
- Released or updated
- not established
- Languages
- not established
Strengths
- Cheapest verified batch transcription in this dataset at $0.0045/min
- Diarization available as a dedicated model
- Both batch and streaming options in one API
- Whisper's open weights give an on-prem fallback
Weaknesses
- Language counts and word error rates not documented on the pages fetched
- File size and duration limits not confirmed from the pages fetched
- Model naming is confusing and churning (five overlapping transcribe models)
- Streaming costs ~4x batch
Best for
- subtitle generation
- transcript-driven rough cuts
- bulk archive transcription
What to understand before using it
Explainers naming the mechanisms this model's own documentation mentions.
MCP servers that front OpenAI
Servers in the media MCP directory whose own description or homepage names this vendor. Absence of a server here is not evidence that none exists: most publish no tool list at all.
-
370.ai, AI Gateway: Video (Seedance 2.0, Wan, HappyHorse), Image, Speech + 100+ Chat Models
One key, 100+ models, chat with any LLM and generate video, images, speech. Free trial at 370.ai.
-
Adclip
Ad creative generation via MCP, copy and static images from a JSON brief. Keyless.
-
Aetherwave
Music, image, video and audio generation across top AI providers - one key, one credit pool.
-
Aidemo
Narrated, captioned product-demo MP4 from a storyboard.json; re-renders itself in CI at ~$0.
-
ArkRoute, Visual AI API Gateway
Generate images and videos using 28+ visual AI models from OpenAI (GPT Image 2, DALL-E 3), Google (Imagen 4, Veo 3.1), ByteDance (Seedream, Seedance 2.0), and Kuaishou (K
-
Avocado AI
Generate AI images, videos, music, SFX & speech in any AI assistant. Results appear inline in chat.
See it from the vendor
Shotcraft hosts no sample output. Judging a model means watching its own showreel with your own eyes, and a clip re-hosted here would be a clip we chose.
Nearby in the directory
gpt-4o-mini-tts
OpenAI's current text-to-speech model, steerable with natural-language instructions about how a line should be delivered. It replaces the older tts-1
Voice and speech
gpt-realtime-2.1
OpenAI's speech-to-speech model for live conversation, taking audio in and producing audio out with tool use. A mini variant trades quality for roughl
Voice and speech
Azure AI Speech text-to-speech (Neural, Neural HD, MAI voices)
Microsoft's enterprise speech synthesis service, with 200+ prebuilt neural voices across 80+ locales plus tiers for HD voices, multilingual voices, mu
Voice and speech