Model Selection Guide

StarWhisper uses OpenAI's Whisper AI models for transcription. Each model offers a different balance of speed, accuracy, and resource usage. Choose the model that best fits your needs.

Model Comparison

Model Size Speed Accuracy RAM Best For
Tiny 75 MB ~6x real-time 85% ~200 MB Quick notes, low-power devices
Base 142 MB ~4x real-time 90% ~400 MB General dictation
Small Recommended 466 MB ~2x real-time 94% ~600 MB Daily use, professional work
Medium PRO 1.5 GB ~1.5x real-time 96% ~1 GB Professional transcription
Large PRO 2.9 GB ~1x real-time 98% ~1.5 GB Maximum accuracy

How to Choose

Choose Tiny if:

  • You need the fastest possible transcription
  • Working on a low-power laptop or tablet
  • Recording quick notes that don't need high accuracy
  • Storage space is very limited

Choose Base if:

  • You want faster than real-time transcription
  • General accuracy (90%) is sufficient
  • Balanced between speed and accuracy

Choose Small if:

  • Recommended for most users
  • Good balance of speed and accuracy
  • Daily dictation and professional use
  • Most popular model for general users

Choose Medium (Pro) if:

  • Professional transcription work
  • Client-facing documents require high accuracy
  • Working with specialized vocabulary
  • Accuracy is more important than speed

Choose Large (Pro) if:

  • Maximum accuracy required (98%)
  • Legal, medical, or academic transcription
  • Poor audio quality that needs better understanding
  • Time allows for slower processing

Model Switching

To change your model:

  1. Right-click the recording circle
  2. Select Settings
  3. Go to Transcription tab
  4. Select your model from the dropdown
  5. Click Download if needed
  6. Restart StarWhisper if prompted

Download Required

When switching to a new model, StarWhisper will download it (75 MB to 2.9 GB). This happens once per model. After download, no internet is required for local transcription.

GPU Acceleration Impact

With GPU acceleration enabled, all models transcribe significantly faster:

Model CPU Speed GPU Speed Speedup
Tiny ~6x real-time ~30x real-time 5x faster
Small ~2x real-time ~20x real-time 10x faster
Large ~1x real-time ~10x real-time 10x faster

Speed vs Accuracy Trade-off

The following table shows real-world performance for a 1-minute recording:

Model CPU Time GPU Time Words/min
Tiny 10 seconds 2 seconds ~150 words
Small 30 seconds 3 seconds ~140 words
Large 60 seconds 6 seconds ~135 words

Memory Usage

Consider your available RAM when choosing a model:

Your RAM Recommended Models
4 GB Tiny, Base
8 GB Tiny, Base, Small
16 GB+ All models including Medium and Large

Recommendation Summary

💻 Casual Use

Base model - good balance of speed and accuracy for everyday notes and emails

💼 Professional

Small model - excellent for daily professional use with great accuracy

🎯 Critical Work

Medium model - high accuracy for important documents

🏆 Maximum Accuracy

Large model - the best accuracy available