Semantica
A governed semantic dictionary that proposes company metrics from query history, routes definitions to data owners, and exposes only approved versions to analytics agents.
Teams can ask the same revenue question and receive different answers because dashboards and analysts encode different joins, filters, calendars, and exclusions. Enterprise catalogs document data, while an open semantic layer serves approved metrics. The opening is the cold-start bridge: mine actual query history for candidate definitions and synonyms, then require human ownership before any agent can use them.
The analytics, revenue-operations, or data-platform leader at a growing company with repeated metric disputes but no dedicated governance program.
Mining, approval workflow, and serving approved metrics scale through software.
Automatic discovery creates value only because publication remains governed.
Several references and inbound links support the area, while grounded convergence remains modest.
A large enterprise price gap, a mature open semantic layer, and the query-history-to-approved-definition mechanism support a scalable SMB wedge.
Convergence is modest, query logs are biased and sensitive, human governance remains essential, and existing semantic products can add generation.
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