Why it matters
Token spend is moving out of the billing export and into the observability stack. Putting per-employee coding-agent usage in the same product that evaluates agent behaviour turns 'who burned this?' into a query instead of a month-end investigation.
Tokenmaxxing read
Attribution is the easy half. The claim worth testing is the forecast: Cisco says its Deep Time Series Model will project where consumption is heading before the billing period closes. A leaderboard ranks yesterday's spenders; a forecast gives finance time to intervene.
Source takeaway
This is a vendor press release, so there is no pricing, forecast accuracy or customer data. Agent Observability is now in Splunk Observability Cloud and Cisco Cloud Control; the release gives no ship date for Tokenomics.
