The Reality: Sovereign AI vs. Complexity Costs
Travis, the "Sovereign AI" approach is the right play, but avoiding vendor lock-in usually comes with a heavy "complexity tax." Running workloads across AWS, Azure, and GCP simultaneously is expensive. The hyperscalers and VC-backed giants can afford to waste money on unoptimized cross-cloud compute. OpenTeams shouldn't. To win the argument that AI doesn't require a high-burn business model, your own infrastructure needs to be leaner than the giants you're competing against.
The "Vacancy Tax"
I see you are hiring a Senior Infrastructure Engineer to "optimize infrastructure for training ML models." That search takes months. In the meantime, you are paying a "Vacancy Tax." Every day that seat sits empty, you are likely overpaying for on-demand GPU instances. Worse, your best data scientists are wasting billing hours managing Terraform state files instead of building solutions for Quansight clients.
The Fix: We clean the AWS room
We aren't trying to change your multi-cloud strategy. We just want to be the "Fractional SRE" for the AWS slice of your pie. We handle the heavy lifting on the AWS side, Spot Instance orchestration for training and egress cost reduction, so your team can focus on the Azure/GCP workloads and the Sovereign AI mission. We optimize the pipes; you own the code.
The "Funded" Efficiency
Since you are scaling up, cash preservation is priority one. As a Premier Partner, I can access AWS Innovation Funds to subsidize the cost of this work. Essentially, we use AWS money to pay for the audit that lowers your AWS bill. It extends your runway while you look for the full-time hire.
What We Take Off Your Plate:
· GPU Cost Control: We implement Spot Instance strategies so you aren't paying on-demand rates for internal model training.
· Multi-Cloud Interop: We configure your AWS networking to play nicely with Azure/GCP, specifically targeting egress fee reduction.
· Infrastructure as Code: We audit your current Terraform setup to ensure it's modular and ready for the new Senior Engineer to take over on day one.
Next Step I agree with your view on the industry's efficiency problem. Let's make sure your own infrastructure isn't part of the "bubble." Let's set up a time for 30 mins to talk about your 2026 roadmap.
