GPU Rental Service: How to Choose the Right Provider

Not all GPU rental services are equal. Here's what actually matters (hint: it's not just price).

What to Look For

1. Billing Model

Per-second billing > Hourly billing

Used GPU for 23 minutes? With hourly billing, you pay for full hour. With per-second, you pay for 23 minutes.

Savings: Up to 50% on short jobs

2. Setup Time

Under 60 seconds > 10-15 minutes

Faster iteration = faster development. Time is money.

Test: Click rent, check how long till SSH works

3. Payment Options

Local payment > Credit card only

UPI/local cards = no forex fees, instant payment

Check: Do they accept UPI, GPay, PhonePe?

4. Hidden Costs

Transparent pricing > Surprise bills

Watch out for:

• Data transfer fees
• Storage charges when stopped
• Minimum usage requirements

Red Flags

🚩 No per-second billing - You'll overpay

🚩 Slow provisioning (10+ min) - Wastes your time

🚩 Hidden data transfer fees - Surprise bills

🚩 No Indian payment options - Forex fees add up

🚩 Minimum spend requirements - Locked in

Provider Comparison

Feature	AWS	GCP	Lumino
Billing	Hourly	Per-minute	Per-second
Setup Time	5-10 min	3-5 min	<60 sec
UPI Payment	❌	❌	✅
Data Transfer	₹7.50/GB	₹6/GB	Free
Min Spend	None	None	₹100

Decision Framework

Need enterprise SLA? → Use AWS/GCP

Want to save money? → Use Lumino (49% cheaper)

Need GPUs for hours, not months? → Use Lumino (per-second billing)

Try Before You Commit

Start with ₹100. Test the service. See if it works for you. No long-term commitment.

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