Head-to-head comparison

Brass Transcripts vs OpenAI Whisper API

Two of the transcription tools podcasters reach for. Here's how they differ on pricing, features, audience, and the trade-offs that actually matter day-to-day.

Boutique podcast transcription with strict accuracy guarantees.

Best for: Pay-as-you-go podcasters

Batch transcription powered by the open-source model that reset the bar.

Best for: Developers wanting raw transcription

At a glance

Field
Brass Transcripts
OpenAI Whisper API
Best for
Pay-as-you-go podcasters
Developers wanting raw transcription
Price tier
Platforms
Web
Web
Audience
Solo creatorsSmall teams
Small teamsAgenciesEnterprise

The honest trade-offs

Brass Transcripts

Pros

  • Pay per file, no subscription
  • Speaker ID included in every file
  • Exports to TXT, SRT, VTT, JSON

Watch-outs

  • 2-hour file limit per upload
  • No editor or collaboration features
  • Narrower language coverage than competitors

OpenAI Whisper API

Pros

  • Tops accuracy benchmarks for many languages
  • Cheap per-minute pricing
  • 99+ languages with auto-detect

Watch-outs

  • API only, no UI provided
  • 25MB direct upload file limit
  • Streaming needs newer GPT-Realtime

Which one should you pick?

Pick Brass Transcripts if

You’re building around pay-as-you-go podcasters. Brass Transcripts is a pay-per-file alternative to the subscription transcription world, with speaker ID, four output formats, and a 30-word preview before you pay. A refreshingly simple price tag for podcasters with irregular transcription needs — though there's a 2-hour file limit and no editor, which keeps it firmly in the 'batch tool' category.

Pick OpenAI Whisper API if

You’re building around developers wanting raw transcription. Raw Whisper through OpenAI is still one of the cheapest ways to get high-quality transcription — $0.006/min for Whisper or gpt-4o-transcribe, and $0.

Also worth comparing

Or see all Brass Transcripts alternatives.

Frequently asked

What does Brass Transcripts do better than OpenAI Whisper API?

Brass Transcripts's standout is "Pay per file, no subscription". OpenAI Whisper API doesn't make that promise — it leans into "Tops accuracy benchmarks for many languages" instead. If the first sentence describes your workflow, pick Brass Transcripts; if the second does, pick OpenAI Whisper API.

What are the trade-offs?

Brass Transcripts: 2-hour file limit per upload. OpenAI Whisper API: api only, no ui provided. Whether either matters depends entirely on what you actually need — neither is a deal-breaker by itself.

Can I use Brass Transcripts and OpenAI Whisper API together?

Both are transcription tools so most teams pick one. Some workflows do combine them — for example, using Brass Transcripts for one show or episode type and OpenAI Whisper API for another. Worth trying both free tiers before committing.