
Scalable AI and token reduction with data curation. With Rick Fulwiler, NETSCOUT
From Senza Fili Sparring Partners by SenzaFili
June 12, 2026 · 45 min · Episode 115
About this episode
The episode discusses how to make AI efficient through token reduction and data curation with Rick Fulwiler from NETSCOUT.
AI promises higher efficiency, more automation and greater user experience. Yet it may also fail to scale or to deliver, or require more resources than it saves. How to get the good sides of AI and protect network operations from its challenges? In this Sparring Partners, I talked with Rick Fulwiler, Senior Director Product Management at NETSCOUT, about how to make AI efficient through token reduction and how this is done primarily by curating the data to make sure the AI models and agents don’t get sidetracked or tempted to hallucinate. Data curation is not just about selecting accurate data. It is about figuring out which data sources, and at what granularity, are relevant to the user's intent. In a way, this is an art steeped in human expertise, but it has to recognize that the data is used by AI rather than humans. These are some of the highlights of our conversation: Why AI struggles with traditional network KPIs Packet data versus alarms and dashboards Data curation reduces cost and improves accuracy AI agents need governance and transparency More from NETSCOUT More on Senza Fili at https://senzafili.com Sign up for the mailing list at…
People in this episode
Host: SenzaFili
Guest: Rick Fulwiler
Topics covered
- AI efficiency
- data curation
- token reduction
- network operations
- automation
- user experience
Keywords
- AI
- data curation
- token reduction
- network KPIs
- automation
- efficiency
- governance
- transparency
Mentioned in this episode
Organizations: NETSCOUT
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