AI Infrastructure Optimization

I have $X/month for GPU compute.
Show me the optimal setup.

Not generic advice. A personalized infrastructure configuration based on live pricing data from 58 providers — computed in seconds, delivered to your inbox in minutes.

58 providers analyzed
Real savings figures
$19, one-time

Get Your Optimization

Results delivered to your inbox within minutes of purchase.

No account required. Results in your inbox in minutes.
What's in the report

Real analysis. Not a marketing summary.

Most "GPU optimization" advice is a list of provider names with no actual math. This is different.

Optimal configuration

Provider, GPU model, hourly rate, and how many GPUs you can afford with your budget — all computed from live pricing data.

Savings vs your current setup

If you enter your current provider, the report calculates the exact monthly savings you'd get from switching.

Runner-up options

Top 2 alternatives ranked by workload match score. Includes reasoning for why each differs from the top pick.

Workload match score

Each config gets a 0–100 score based on how well the provider's GPU specs match your workload type (training vs inference vs fine-tuning).

Risk flags

Budget too low? Spot-only options? Supply constraints for your timeline? The report flags them with specific recommendations.

Confidence rating

High / Medium / Low based on how much pricing data we have for that GPU tier. If data is thin, you'll know why the estimate is rough.

❌ What an LLM tells you

"Use spot instances for batch workloads to save money"
"Consider reserved contracts if you have predictable compute needs"
"CoreWeave offers competitive H100 pricing compared to AWS"

Generic. Vague. Useless for actual infrastructure decisions.

✓ What you get from us

"RunPod spot H100 @ $1.89/hr fits 2× GPU in your $5K/mo budget — 18% below market on-demand rate"
"CoreWeave 1-yr reserved H100 at $1.79/hr saves $3,240/mo vs your current AWS setup — 36% reduction"
"Runner-up: Lambda H100 on-demand at $1.99/hr — available immediately, no commitment, $270/mo more than top pick"

Specific numbers. Actual providers. real savings. Based on your budget.

Sample output

What the report looks like

OPTIMAL CONFIGURATION
CoreWeave H100 SXM5
Hourly rate $2.23/hr
GPUs you can afford 2× at this rate
Monthly cost est. $3,256/mo
Match score (Inference) 94/100
Confidence High — 147 data points for H100 tier
Savings vs AWS p5.48xlarge
Same workload on AWS costs $9,000/mo
$5,744/mo
Questions

Frequently asked

Why is this worth $19 when I can ask an LLM for free?
LLMs give generic advice based on training data that may be months or years old. Our optimizer runs against a live database of 58 providers with real, current pricing. The output tells you which specific provider, which GPU model, at what hourly rate — with actual savings figures in dollars, not "you might save money."
How accurate is the analysis?
The report includes a confidence rating. For common GPU classes (H100, A100, L40S), we have 100+ pricing records across providers and regions — confidence is High. For less common configurations, confidence is Medium or Low, and the report flags which estimates are based on limited data.
Does this include spot/preemptible options?
Yes. The algorithm scores both on-demand and spot options separately. For cost-sensitive workloads (batch processing, training), spot options often score highly. The report includes risk flags if your top pick uses spot pricing — so you know what you're getting.
How fast will I get my results?
The analysis runs automatically when your payment is confirmed. You'll receive the full report in your inbox within 2–5 minutes. The success page also shows results immediately if you keep it open after payment.
Is this a subscription?
No. $19 is a one-time payment. You get one optimization report delivered to your email. If you want ongoing GPU cost monitoring, price alerts, and weekly savings reports, that's the Pro Stack at $99/mo — but it's not required to use this tool.
Do I need to create an account?
No. Just enter your email, budget, and workload type. Results are emailed to you. No signup, no login, no password.

Stop guessing. Start with the right setup.

58 providers. Real pricing data. A personalized configuration in your inbox in minutes.

$19 one-time
Get Your Optimization →