Guide

How to Choose a Local ASR Model

Start with your language and task. Then consider your hardware and available memory. Next, check whether you need specific features such as timestamps, punctuation, translation, or diarization. Finally, review the model license. There is no universal best model — the right choice depends on your requirements. The catalog marks a recommended quantization per model. Visit the live Models page for current availability, exact sizes, checksums, and measured performance.

First decision
Language and task
Second decision
Hardware and memory
Third decision
Features needed
Final check
License

Step 1: Language and task

Different model families cover different languages. Some models support dozens of languages while others specialize in a narrower language set. Identify which languages you need to transcribe and whether your task is transcription, translation, or both.

The signed catalog includes families such as Whisper, Qwen3-ASR, Parakeet-TDT, FireRed-AED, SenseVoice, Moonshine, Cohere Transcribe, X-ASR, Dolphin, and Hy-MT2 speech translation, plus capability packs for diarization and Chinese punctuation.

Step 2: Hardware and memory

Model size and quantization create different memory, storage, speed, and fidelity tradeoffs; size alone does not guarantee better results. The catalog marks a recommended quantization for each model. Smaller quantizations reduce the pack size and may trade some fidelity.

Check the Models page for exact pack sizes and measured fields to confirm that a model fits your available memory and storage.

Step 3: Features

Consider whether you need word-level timestamps, automatic punctuation, speech translation, or speaker diarization. Not every model supports every feature. Check the model detail page before choosing.

Step 4: License

Models in the catalog carry different licenses. Some are permissive for commercial use; others have research or non-commercial restrictions. Review the license field on the Models page before selecting a model for production use.