# Custom AI Models from a Prompt, Now with One-Click Managed Inference

Updates for May 2026

By Oumi Team · May 11, 2026 · https://oumi.ai/blog/custom-ai-models-one-click-managed-inference

Oumi now lets teams move from a prompt to a hosted custom model in one workflow.

It has been just over a month since the Oumi Platform launched. More than 2,000 users have signed up and started applying custom models to real business problems. These are the latest platform updates.

## One-click managed inference

Teams can host fine-tuned models directly on the Oumi Platform and start inference immediately. Open the Deployments tab, select **Create Deployment**, and follow the setup flow.

Each deployment exposes an OpenAI-compatible endpoint that teams can access with an Oumi API key. On-demand deployment is billed per second, with A100 80GB instances at $3 per hour and H100 or H200 instances at $7 per hour.

## New open models

The platform now supports Qwen 3.6 and 3.5 27B with LoRA fine-tuning, plus Gemma 4 2B and 4B with full-weight fine-tuning. If a model is missing, the team can help evaluate the right addition.

## Better data quality checks

Oumi now flags conversations with empty or poorly formatted messages. That makes it easier to find noisy or invalid examples before using a dataset for evaluation, synthesis, or training.