Fine-tuning infrastructure for everyone

Deploy ready to train environments for any open source model. Focus on what matters while our AI agent guides you through setup, training, and monitoring.

Why Now?

Fine-tuning is reserved for experienced engineers because the tooling is outdated and the developer experience is terrible. We're changing that.

Training Tools Are Broken

Fine-tuning today means fighting outdated SDKs, debugging dependency hell, and dealing with poor documentation. Engineers spend more time on tooling than training.

Businesses Need Custom AI

AI adoption is surging, but most use cases don't need frontier models. A smaller, fine-tuned model is cheaper, faster, and just as effective for domain-specific tasks.

The Gap Is Only Growing

90% of enterprises will deploy a fine-tuned LLM by 2030. But the infrastructure to make that easy doesn't exist yet. We're building it.

How It Works

From raw data to production-ready model in six steps—no infrastructure expertise needed

Step 1

Upload Your Data

Upload your training dataset in standard formats. No reformatting or preprocessing required.

Step 2

Choose Your Model

Select from any open source model. We deploy a preconfigured training environment automatically.

Step 3

Agent-Guided Setup

Our AI agent walks you through configuration, selecting the right training method and hyperparameters for your use case.

Step 4

Train & Monitor

Training runs on managed GPU infrastructure. The agent monitors progress and flags issues in real-time.

Step 5

Benchmark Results

Evaluate your model against automated benchmarks to validate performance on your actual tasks.

Step 6

Deploy Anywhere

Download your fine-tuned model or push directly to Hugging Face to plug into your inference pipelines.

Everything You Need to Fine-Tune

A complete platform that handles the complexity so you can focus on building with your models

Preconfigured Environments

No more dependency hell. Training environments come preconfigured for any open source model, ready to go.

AI-Guided Training

An AI agent helps you through setup, recommends training methods, and monitors your training runs in real-time.

Built-In Benchmarking

Evaluate your fine-tuned model with automated benchmarks so you know it performs on your actual tasks.

One-Click Export

Download your model or push directly to Hugging Face. Plug straight into your existing inference pipelines.

Any Model, Any Method

LoRA, QLoRA, full fine-tuning, DPO, and more. We support the latest open source models and training techniques.

No Infrastructure Expertise Needed

Go as deep as you want without being forced to start deep. Built for product teams, domain experts, and engineers alike.