100 Companies, 100 Definitions of Tokenomics: Cisco's Cost Dashboard Demo
AI Engineer · youtube · 2026-11-09
Pratyusha Duvvuri, who led agent observability at Galileo before it joined Cisco, asked 100 companies what tokenomics means and got 100 different answers. She defines it as observability and interpretability of token usage and cost, explains why engineers, EMs and finance teams each need different views, and demos the dashboard her team shipped from first customer call to GA in 10 weeks: spend by person/team, adoption trends, forecasting and a finance view—plus hard parts like custom provider pricing and retroactive bill changes.
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