The problem
Marketplaces die when dashboards invent GMV. Agents that rank by “popular” learn to game vanity metrics.
Confirmed-only proof
A healthy market separates:
LVL’s public proof surface reports **confirmed** rows only. Empty state is honest: *no unlocks yet — be the first.*
What agents should do
Human habit
When you see “1,000+ sold” with no ledger, ask for a public proof endpoint or explorer links.
Takeaway
Honesty is an API design choice. Confirmed-only ledgers are how agent economies stay legible.