GPU Infrastructure
Advisory
Vendor-neutral guidance from former hyperscaler engineers. From a free 30-minute discovery call to a full 90-day infrastructure engagement — we help enterprise teams pick the right hardware, cut cloud spend, and avoid six-figure procurement mistakes.
Engagement Options
Discovery Call
No commitmentFree
30 minutes
- ✓GPU stack recommendation for your workload
- ✓Immediate cloud cost saving opportunities
- ✓On-prem vs cloud breakeven estimate
- ✓Clear next steps — no sales pressure
Deep-Dive Assessment
Most popular$199
1–2 weeks
- ✓Full TCO model (3-year, cloud vs on-prem vs hybrid)
- ✓GPU benchmark analysis for your specific models
- ✓Vendor shortlist with negotiation guidance
- ✓Written infrastructure recommendation report
- ✓1 follow-up call after report delivery
90-Day Engagement
EnterpriseCustom
3 months
- ✓Everything in Deep-Dive Assessment
- ✓RFP drafting and vendor evaluation support
- ✓Procurement negotiation assistance
- ✓Deployment architecture review
- ✓Weekly check-ins throughout the engagement
- ✓Post-deployment performance audit
Who Typically Reaches Out
Pre-purchase
Evaluating on-prem vs cloud before committing to hardware CapEx
Cost overrun
Running 6-figure monthly cloud GPU bills and need to cut spend without cutting capability
Vendor selection
Choosing between NVIDIA, AMD, and Google TPU for a specific workload type
Procurement
First large GPU purchase — need RFP support and negotiation guidance
Architecture review
Existing cluster underperforming — need diagnosis before adding more hardware
How It Works
01
Book the call
Pick a 30-minute slot. No prep required — just bring your workload description and current GPU situation.
02
We review your stack
Before the call, we review any materials you share. During the call, we ask the right questions about model size, throughput targets, and budget.
03
You get a clear answer
By the end of the call you have a concrete GPU recommendation, rough TCO estimate, and a list of the 2–3 decisions that matter most for your situation.
04
Optional: go deeper
If you want a full written report, vendor negotiation support, or an ongoing engagement, we scope that separately. No pressure to continue.
Do Your Own Analysis First
Our free tools cover the same ground as the discovery call. Use them to sharpen your question before we talk — or to validate our recommendation after.
Talk to a GPU Architect
30 minutes. Free. Vendor-neutral advice on GPU selection, infrastructure planning, and where you can cut costs.
2.6×
Cheaper GPU cloud
Lambda H100 at $27.60/node/hr vs AWS p5 at $98.32/node/hr — publicly listed rates as of April 2026.
60–70%
Spot discount on training
AWS, GCP, and CoreWeave spot/preemptible instances save 60–70% vs on-demand for fault-tolerant training with checkpointing.
3–5 yr
TCO horizon modeled
Our analysis covers hardware CapEx, power (PUE), cooling, staffing, and cloud reserved vs on-demand — not just the sticker price.
Free 30-Min
Discovery Call
Walk away with a clear picture of the right GPU stack for your workload — and where you're currently overpaying.
- ⚡GPU architecture review for your workload
- 📊Custom TCO analysis — cloud vs on-prem vs hybrid
- 🔍Vendor comparison across NVIDIA, AMD, Google TPU
- 💰Procurement strategy & RFP support
- 🛡️Vendor-neutral · NDA-protected · No commitment
Schedule Your Call
Pick a Time That Works
Select a slot directly on our calendar. We'll confirm within minutes.
Book Free 30-Min CallOr reach us directly
Former hyperscaler engineers · Vendor-neutral · NDA-protected