Text analysisImage + textComputer-use agents

JEV и GEV

Open decision models: for yes/no, pick-one and rate-0-to-5 questions they answer with probabilities in one pass, and can also reason when needed. Not affiliated with the closed Jev from TypeSafe.

Developer
AutoTrust AI, Singapore
First release
Sep 2026
Latest release
Oct 2026
Sizes
9B – 27B
License
Commercial use allowedApache 2.0
Russian
Not supported
Running
On your own serverNeeds a GPU
Industries
Customer support, Documents and accounting, Security, Software development
Deploy on your server Hugging Face

What it does

  • routing requests to the right team
  • checking an agent action before it runs
  • rating urgency and tone of messages
  • choosing the tool for an agent next step

Where it is used

customer supportAI agents and process automationdocument managementsecurity and moderation

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. GEV-26B-Decide (на Gemma 4)
  2. JEV-27B-VL (понимает картинки)
  3. JEV-27B
  4. JEV-9B

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 JEV и GEV be used in a commercial project?

Yes. License: Apache 2.0. It allows commercial use, but it is still worth having a lawyer review the license before launch.

What hardware does JEV и GEV 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 JEV и GEV support Russian?

No. The developer documentation lists the supported languages and Russian is not among them.

Where can I download JEV и GEV and what does it cost?

The JEV и GEV 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

Text analysisClefCloudflare · USACommercial use allowed

Decision models: they do not write text but read a situation (text, JSON, an image, video frames) and return in one pass the probability of each answer to typed questions: yes or no, pick one, rate on a scale. The agent gets ready numbers instead of parsing free text.

DetailsTextQwenAlibaba · 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.

DetailsTextGemmaGoogle · USACommercial use allowed

Compact Google models that run well on a single computer; larger versions understand images. Includes CodeGemma for code, FunctionGemma 270M for function calling and the fast DiffusionGemma.

Details

Source: huggingface.co/autotrust/JEV-27B. Data checked against the model card on 22 Sep 2026. Have a lawyer review the license before commercial launch.