---
title: salesforce-sovereign-intelligence/SOV-Transcribe-1
url: https://recentmodel.com/models/salesforce-sovereign-intelligence/SOV-Transcribe-1/
status: just landed
published: 2026-11-10T00:53:53Z
updated: 2026-11-13T00:29:33Z
source: https://huggingface.co/salesforce-sovereign-intelligence/SOV-Transcribe-1
---

# salesforce-sovereign-intelligence/SOV-Transcribe-1

SOV-Transcribe-1 is Salesforce's open-weight speech-augmented language model built for non-streaming automatic speech recognition (ASR). Mixture-of-experts, 27B total, 4.6B active (128 experts, 8 per token). Context: 256K tokens (config). License: apache-2.0. Vendor-reported: "The model ranks #1 among open-weight models for non-streaming speech-to-text on Artificial Analysis (#7 overall) and #2 of 23 systems on VoiceCodeBench ( besimple AI ) for entity accuracy and task success as of November 12th, 2026."

- Vendor-reported: The model ranks #1 among open-weight models for non-streaming speech-to-text on Artificial Analysis (#7 overall) and #2 of 23 systems on VoiceCodeBench ( besimple AI ) for entity accuracy and task success as of November 12th, 2026.

- **Org:** salesforce-sovereign-intelligence
- **Released:** 2026-11-10
- **Status:** just landed
- **License:** apache-2.0 (permissive)
- **Parameters:** 26.6B total, 4.6B active
- **Architecture:** MoE · 128 experts, 8/token · SovereignAITranscribeForConditionalGeneration
- **Context:** 262,144 tokens (config.json)
- **Task:** automatic-speech-recognition · audio
- **Signal:** 56 HF likes · 463 downloads

## Runs on

mixed: real files + estimate; sizing calculation, not tested.

- Q4 ~19.0 GB (estimated): 24GB GPU (3090 / 4090), 32GB GPU (5090), 24GB GPU (7900 XTX), Mac 36GB, CPU only, 32GB RAM (slow)
- Q8 ~31.3 GB (estimated): 48GB GPU (RTX 6000 Ada / A6000), Mac 48GB, Mac 64GB (M1 Max), CPU only, 64GB RAM (slow)
- FP16 ~56.3 GB: 96GB GPU (RTX Pro 6000 Blackwell), 1× DGX Spark (128GB), 2× DGX Spark (256GB), Strix Halo 128GB unified (~96GB usable), Mac 96GB, Mac 128GB, Mac 192GB, Mac 256GB, Mac 512GB, CPU only, 128GB RAM (slow), CPU only, 256GB RAM (slow)

## Links

- [Hugging Face](https://huggingface.co/salesforce-sovereign-intelligence/SOV-Transcribe-1)