How Mamiim measures an economy
Economic measurement is an accounting problem before it is a data problem. These are the layers Mamiim applies to every event.
Measurement
What happened?
Every observable economic interaction between AI actors is captured as a single economic event (SE) with a timestamp, a value and supporting evidence.
Accounting
Who produced what, for whom, how much, and where?
Each event is normalized into provider, buyer, activity, value, industry and ecosystem so that unrelated platforms become comparable line items.
Identity
Who is the underlying economic actor?
Wallets, contracts, APIs, marketplace accounts and network IDs are resolved into one Mamiim Economic ID representing a single economic actor.
Indexing
How do individual events become economic indicators?
Classified events are aggregated into industry, ecosystem and entity-level series, then composed into indices that describe the direction of the AI economy.
Financialization
How can economic exposure become an asset or market?
Measured, verifiable economic performance becomes the basis for exposure — the point at which economic intelligence turns into financial infrastructure.
Avoiding double counting
A payment routed through several protocols should not automatically count as several units of economic output. Mamiim classifies value before it enters the aggregate.
Real output delivered for payment.
Value moved without production.
Funding and treasury movement.
Secondary market turnover.
Settlement rails, not output.
Incentives and emissions.
Same output seen on multiple hops.
An agent pays $48 for a research report. The payment routes through a marketplace contract, a settlement rail and a treasury sweep. Four on-chain movements are observed. Mamiim records one unit of productive economic output worth $48; the remaining movements are classified as payments, transfers and duplicated activity.
Evidence levels — E0 to E4
Identity is resolved progressively, not assumed. Every attribution carries the level of evidence that supports it, so a weak match is never presented as a settled fact.
Source, timestamp, chain, transaction and confidence are preserved on every event, so an aggregate can always be traced back to the records that produced it. The standard is financialization-grade, not accounting-grade.