Disagree.
Examples:
- predict a coinflip: easy to verify, hard to learn
- earn $100: easy to verify, hard to learn
- increase paid subscriptions in an A/B test: easy to verify, hard to learn
I won't get into it, but there are many properties beyond verifiability that are needed to saturate a benchmark.