Billing & usage
How usage is metered
Flipper meters what your team did, not what the model happened to spend. A human unit is one unit of work the brain performed on your behalf.
What counts
Synthesizing an episode into facts.
Compressing context for a retrieval call.
Embedding a fact or a query — a query embed is single-digit tokens, effectively free.
What does not
Reading the app, browsing Brain, filtering the audit log and revoking agents cost nothing. Nor do backfill or evaluation scripts run by the operator.