Image + textDocuments and OCRSpeech to text

Interfaze 1 Lite

One model for developers: reads documents and tables, transcribes speech with speaker labels, finds objects in an image and answers strictly by a JSON schema you supply. Inside is a reasoning core and a set of narrow specialist models.

Developer
Interfaze, not stated
First release
Oct 2026
Latest release
Oct 2026
Sizes
a model that needs 80 GB of video memory (the core is based on Qwen3.8-27B)
License
Commercial use with conditionsApache 2.0 for the model itself; it includes components with third-party licenses, among them Llama 3.2 Community and a modified OpenRAIL-M, whose terms must be checked
Russian
Not stated
Running
On your own serverNeeds a GPU
Industries
Documents and accounting, Finance, Customer support, Software development
Deploy on your server Hugging Face

What it does

  • parsing documents and tables with text coordinates
  • transcribing recordings with speaker labels
  • extracting data from documents into a given JSON schema
  • finding interface elements for computer-use agents

Where it is used

document management and accountingfinancecall centersAI agent development

Hardware requirements

LaptopLaptop or regular PC, up to 8 GB of VRAM — smaller versions
no versions
1 GPUOne GPU with 16–80 GB — mid-size versions
fits
ClusterServer with several GPUs — flagship versions
no versions

Versions

  1. Interfaze 1 Lite

How to run it

On your own serverWeights are downloaded from Hugging Face and served with vLLM (load and API) or llama.cpp (modest hardware). The model then runs in a closed network with no per-request fees.Hugging Face
How much hardware you needCalculate the VRAM for the model size, context length and number of concurrent requests.Open the hardware calculator

I can set this up end to end: pick the model size, deploy it on your server and connect it to your systems.

Frequently asked questions

Can Interfaze 1 Lite be used in a commercial project?

With conditions. License: Apache 2.0 for the model itself; it includes components with third-party licenses, among them Llama 3.2 Community and a modified OpenRAIL-M, whose terms must be checked. Restrictions vary — region, company revenue, attribution requirements. Have a lawyer check the terms before a commercial launch.

What hardware does Interfaze 1 Lite need?

At minimum: One GPU with 16–80 GB — mid-size versions. Without a GPU the model is not practical. You can calculate the exact VRAM for your model size and context in the hardware calculator.

Does Interfaze 1 Lite support Russian?

The model card does not list languages, so Russian support cannot be promised — it has to be tested on your own examples.

Where can I download Interfaze 1 Lite and what does it cost?

The Interfaze 1 Lite weights are open and free to download. You only pay for the hardware it runs on and for the setup. Source links are at the bottom of this page.

How I deploy it for clients

  1. SelectionI pick the model size for your task and hardware and test it on your examples.
  2. DeploymentI deploy it on your server or in a closed network and provide an API.
  3. Fine-tuningI fine-tune it on your data (LoRA) or connect a knowledge base — whichever is cheaper for the task.
  4. IntegrationI connect it to your CRM, ERP, bot, website or team chat and set up monitoring.

Similar models

TextQwenAlibaba · ChinaCommercial use with conditions

A family of language models with strong Russian language support, from small versions for a laptop to a flagship on par with commercial APIs.

DetailsDocuments and OCRSmolDocling и Granite-DoclingIBM and Hugging Face · USACommercial use allowed

Tiny models for the open Docling document converter: they turn a page into markup with tables, formulas and code. Run on an ordinary laptop.

DetailsSpeech to textGranite SpeechIBM · USACommercial use allowed

IBM speech models for recognizing and translating speech in English, several European languages and Japanese. Designed for enterprise use.

Details

Source: huggingface.co/interfaze-ai/interfaze-1-lite. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.