Supervised Fine-Tune task on a H100 GPU
| Platform | Cost/hr | Effort | Savings |
|---|---|---|---|
| RunPod | ₹263 | Moderate | - |
| AWS (on-demand) | ₹385 | High | - |
| AWS (spot) | ₹271 | Very High | - |
| Breezy | ₹180 | One Click | 20-30% |
Watch how easy Fine Tuning becomes
Complex & time-consuming setup
Managing Docker containers, checkpointing, and spot instance interruptions eats up days of engineering time.

High GPU costs
Global clouds like AWS and RunPod are expensive, especially when paying in dollars with currency conversion and high egress fees.

Constant operational pain
Spot instances get terminated unexpectedly, training jobs fail, and teams spend more time babysitting infrastructure than actually building their AI products.

Solution
Breezy is the end-to-end LLM Fine Tuning Platform that simplifies building and deploying models.
We built a simple yet powerful platform that removes all the infrastructure complexity so you can focus on your products.
One-click training.
Start fine-tuning in seconds with just one click — no Docker, no SSH, no hassle.
Hyperparameters - Smart defaults + full custom control.
Smart defaults for instant results or full custom control whenever you need it.
Automatic checkpointing & resume.
Training automatically saves progress and resumes seamlessly even if the instance is interrupted.
1. Select a model.

2. Upload dataset (JSONL file) OR Provide a HuggingFace URL.

3. Hyperparameters — Use Smart Defaults
OR
Switch to custom to have Full Control.

4. Click "Start Training" — That's it.

Delivers your fine-tuned model for instant download.

Runs on Indian infra (₹ billing + data residency)
Built for India with ₹ billing, zero egress fees, and full data residency compliance.
Live cost tracking
Monitor your spending in real-time with transparent rupee-based cost tracking.
20-30% lower cost than global clouds.
By orchestrating cheapest available GPU instances in real time without compromising quality.
Built specifically for cost-sensitive Indian teams.
Benefits:
Priority access when we launch
Direct influence on product roadmap (your feedback will shape the platform)
Special pre-MVP pricing