AI
AICalculators

AI Fine-Tuning Cost Calculator

Estimate fine-tuning costs across OpenAI, Google, and open-source models. Compare training costs, LoRA vs full fine-tuning, and total cost of ownership.

Training Data

10100K
504,000
110
Total training tokens
1.5M tokens

Post-Training Inference

110,000
Lowest Total Cost of Ownership (6mo)
Llama 3.1 8Bby Together AI
$2.16
Training (one-time)
$0.7200
Inference/month
$0.2400
Per request
$0.000080
Cheapest Training
Llama 3.1 8B
$0.7200
Cheapest Inference
Llama 3.1 8B
$0.2400/mo
Training Tokens
1.5M
1,000 examples × 3 epochs

Cost Comparison

ModelTrainingInference/moTotal (6mo)
Llama 3.1 8BBest Value
Together AI
$0.7200$0.2400$2.16
Mistral 7B
Together AI
$0.7200$0.2400$2.16
Llama 3.1 8B
Fireworks AI
$0.9000$0.2400$2.34
Gemini 2.0 Flash
Google
$3.00$0.7650$7.59
GPT-4o mini
OpenAI
$4.50$1.53$13.68
Llama 3.3 70B
Together AI
$7.50$1.60$17.08
Llama 3.3 70B
Fireworks AI
$9.00$1.60$18.58
GPT-4.1 mini
OpenAI
$6.00$4.08$30.48
GPT-4o
OpenAI
$37.50$19.13$152.25

Total Cost Breakdown (6-Month Ownership)

Llama 3.1 8B$2.16
Mistral 7B$2.16
Llama 3.1 8B$2.34
Gemini 2.0 Flash$7.59
GPT-4o mini$13.68
Llama 3.3 70B$17.08
Llama 3.3 70B$18.58
GPT-4.1 mini$30.48
GPT-4o$152.25
Training (one-time)
Inference (6 months)

Model Details

Llama 3.1 8BLoRA

Cheapest fine-tuning option. Ideal for simple classification tasks.

Min examples: 1 | Context: 131K
Mistral 7BLoRA

Fast, efficient model. Good for multilingual tasks.

Min examples: 1 | Context: 32K
Llama 3.1 8BLoRA

Fireworks serverless deployment. Fast inference after fine-tuning.

Min examples: 1 | Context: 131K
Gemini 2.0 FlashLoRA

Affordable fine-tuning via Vertex AI. LoRA supported.

Min examples: 100 | Context: 1M
GPT-4o mini

Best value for OpenAI fine-tuning. Great for most use cases.

Min examples: 10 | Context: 128K
Llama 3.3 70BLoRA

Full fine-tuning or LoRA. Great open-source option for production.

Min examples: 1 | Context: 131K
Llama 3.3 70BLoRA

Fireworks optimized serving with LoRA adapters.

Min examples: 1 | Context: 131K
GPT-4.1 mini

Latest mini model with 1M context. Better instruction following.

Min examples: 10 | Context: 1M
GPT-4o

Most capable OpenAI model for fine-tuning. Higher cost, best quality.

Min examples: 10 | Context: 128K

Frequently Asked Questions