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  "path": "/t/how-we-slashed-our-llm-fine-tuning-costs-by-70-using-an-orchestrated-gpu-order-book-matrix-stop-paying-the-toxic-cloud-premium/176527#post_5",
  "publishedAt": "2026-06-04T16:12:27.000Z",
  "site": "https://discuss.huggingface.co",
  "textContent": "Hi oldman-dev,\n\nThanks for reaching out! Here are the answers to your questions:\n\n  1. Hourly On-Demand Billing: Yes, we absolutely support hourly on-demand usage! If you only need a single A100 GPU for a maximum of 12 hours, that is completely fine. Our A100 rate is $0.95/hour, so your total cost for 12 hours will be only $11.40.\n  2. Gmail Users Welcome: You do not need an institutional or academic email. We fully support independent developers and open-source contributors using regular Gmail/personal accounts. You are definitely not discarded!\n  3. Payment Methods: We accept secure payments via Credit/Debit Cards (using Stripe) or PayPal.\n\n\n\nIf you’d like to proceed, please reply to this thread or email us at **info@gpu-action.com** with your preferred payment method. We will send you the secure checkout link and spin up your dedicated A100 instance right away!\n\nBest regards,\nLeo Chen\nHead of Growth, GPU-Action",
  "title": "How We Slashed Our LLM Fine-Tuning Costs by 70% Using an Orchestrated GPU Order-Book Matrix (Stop Paying the Toxic Cloud Premium)"
}