How should a GTM agent handle web research, enrichment, and writeback?

Question

The durable pattern is not one giant prompt. It is a loop: gather context, call explicit tools, verify the result, add review, then write into the system of record.

GTM Stack · Accepted Answer

Direct answer The right pattern is: 1. pull web or product context
2. enrich or verify with explicit tools
3. show the evidence
4. require review when the action matters
5. write the approved result back  Why this matters Many agent demos stop at \"it found something interesting.\" Production GTM work starts after that. The workflow becomes useful when it can move clean data or decisions back into CRM, sequencing, or the team system that runs the business.  Source-backed reference This is the core pattern in How to Build Production GTM Agents, and it also shows up across the workflows in Claude Code for GTM: The Definitive Guide.