Knowledge Systems: The New GTM Stack — Jeffrey Wang, Exa

Go-to-market strategy functions as an AI engineering problem, requiring a data-centric approach to identify and engage target customers effectively. By treating market intelligence as a live model, companies can leverage search engines for agents to classify total addressable markets and automate complex outreach. Key operational components include building internal ICP dashboards, utilizing AI agents for account research, and deploying "Jeffbots"—AI clones trained on personal decision-making frameworks—to streamline communication. Success in this model demands an API-first architecture, enabling seamless integration between internal data and external tools like Salesforce. Forward Deployed Engineering teams bridge the gap between technical infrastructure and revenue generation, allowing engineers to build the very systems that support sales, ultimately creating a lean, highly productive organization capable of scaling through automated, customizable workflows.