01
What's the job?
02
What do you care about?
03
The offer
Every candidate, cost vs. quality
Log-scale cost per task. The green line is the efficient frontier: no model beats these on both cost and accuracy.
The shortlist
04
Notes from the desk
Who holds the #1 seat
Top-scoring model's lab, across every Vals benchmark.
The premium for the last 5 points
How much more the top model costs than the cheapest one within 5 points of it.