Episode #48
The Transcript Is the Commodity, the Context Is the Asset | Gorish Aggarwal (Sybill) | GTM 48
In 2023 the industry standard for revenue AI was to pass an entire call transcript into a language model and hope. Gorish Aggarwal tried it, watched it fail at producing basic next steps, and stopped treating the transcript as the product. Sybill spent the next eighteen months building an org-level context graph instead: a self-evolving layer connecting customers, team, and company process that updates daily from every conversation. In GTM 48, Gorish breaks down what a context layer means operationally across its three pillars, why Sybill shipped an MCP connector into Claude's directory instead of defending its own dashboard, why incumbents cannot bolt a context layer onto platforms architected before language models existed, what breaks when agents run on stale CRM data, and the single roadmap question that let a smaller team out-build better-funded competitors. Guest: Gorish Aggarwal, co-founder and CEO of Sybill ( sybill.ai ) Host: Rick Koleta, GTM Vault ( gtmvault.co ) Full breakdown: https://www.gtmvault.co/p/gtm-48-the-transcript-is-the-commodity GTM Vault is a breakdown of how high-growth companies design, test, and scale revenue architecture, read by 26,000+ operators across 140+ countries.
