Every vendor demo is designed to impress. But the questions that matter at GPU scale often aren’t part of the demo.
Can it handle multi-party settlement? Trace usage to a single event? Change pricing without a developer?
This scorecard helps you find out before you commit.
Score up to 3 vendors across 62 AI billing criteria, with critical gaps flagged automatically.
Download the free scorecard and evaluate your shortlist with the rigor your procurement team will demand.
Stop evaluating billing platforms on demo polish. Score what actually matters, and let the scorecard do the ranking.
1. 62 criteria across 8 categories
Metering, pricing flexibility, multi-party settlement, enterprise controls, and more: the things GPU cloud operators actually need.
2. Three vendors, side by side
Score your whole shortlist on the same criteria, not whichever demo was freshest in the room.
3. A verdict, calculated for you
Weighted scoring out of 124, with critical-category gaps flagged automatically. No spreadsheet-building required.
4. 10 demo questions + 7 red flags
The questions a vendor can’t answer with a slide, and the warning signs to catch before you sign.
A polished demo hides the gaps that surface in month nine. These don’t.
Split one transaction across three parties: and show me the statement each one receives.
A customer disputes a $40,000 invoice line. Trace it to individual usage events, live.
Change a rate card right now: no developer, no support ticket. How long did that take?
Show me a consolidated invoice with departmental chargeback across four business units.
Ten questions like these come with the scorecard: each one difficult to answer with a slide, and easy to answer with a working platform.
Enter your email; the working spreadsheet arrives immediately. No sales gate.
Rate up to three vendors across all 62 criteria, using the dropdowns.
Totals, category breakdowns, and critical-gap flags calculate automatically.
Download the free scorecard and rank your shortlist against what GPU cloud operators actually need: before you sign
