Published specs, corrected for reality.
A rack is rated for 600 kW, a drive for five years, an interconnection queue in gigawatts. None of it survives contact with a real site. These are free tools that do the correction — on public data, with every constant shown.
Four corrections, one method.
Rack Budget
Power, cooling and floor area for an AI hall. Start from a megawatt budget or from a fleet size and get the other side, plus the heat you have to reject and the room it lands in.
Crash Cart
Drive failure triage on thirteen years of public fleet telemetry. Not a dashboard, a work queue: which drives to pull this week, ranked by risk times blast radius.
Where the power is
Siting under a power constraint. Put in the megawatts you need and the year you need them, get the US grid regions that can actually deliver, ranked by the earliest realistic energization window.
Outage replay
Public cloud incidents reconstructed as an operator timeline. What the console showed, when it showed it, and how long the truth took to surface.
No secrets, no trust required.
Public data only
Every input is something you could go and download yourself. Nothing proprietary, nothing behind an NDA, nothing you have to take on trust.
Constants in the open
Each tool states its assumptions and shows the arithmetic that produced every number. If you disagree with a constant, you know exactly which one to argue with.
One decision out
Numbers on a screen are data. Each tool ends by naming the thing that will actually stop you, because that is the part someone has to act on.
Product designer for the software most designers avoid: operator consoles where a wrong click costs real money.
- Focus
- Data centers · AI tooling
- Base
- Los Angeles, CA
- Status
- Open to new work