{"type":"post","id":"how-our-gtm-agent-builds-consistent-high-quality-ce46b3","slug":"how-our-gtm-agent-builds-consistent-high-quality-ce46b3","title":"How our GTM Agent builds consistent, high-quality sales artifacts","description":"LangChain says its internal GTM Agent generated 1,540 sales artifacts over 12 weeks, saving representatives thousands of hours across workflows.","retrieval_nugget":"LangChain says its internal GTM Agent generated 1,540 sales artifacts over 12 weeks, saving representatives thousands of hours across workflows. The company attributes the system’s usefulness less to prompt tuning than to business context, shared templates, deal-stage rules, and a reviewable production loop—an instructive case for teams automating recurring work.","published_at":"2026-11-11","updated_at":"2026-11-11","record_date":"2026-11-11","date_kind":"published_at","topics":["agents","agent-workflows","enterprise-agents"],"entities":["LangChain","GTM Agent","Deep Agents","Managed Deep Agents","LangSmith","Salesforce","Slack"],"related_patterns":["ai-native-orgs-move-to-review-and-orchestration","company-memory-needs-write-loops"],"novelty_label":"new_fact","what_changed":"LangChain reports its GTM Agent generated 1,540 sales artifacts in 12 weeks, saved thousands of hours, and deals with sent artifacts advanced 47% of the time versus 16% for matched deals.","prior_refs":[],"source_url":"https://www.langchain.com/blog/gtm-agent-high-quality-sales-artifacts","source_urls":["https://www.langchain.com/blog/gtm-agent-high-quality-sales-artifacts"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:how-our-gtm-agent-builds-consistent-high-quality-ce46b3","status":"published","visuals":[],"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/how-our-gtm-agent-builds-consistent-high-quality-ce46b3/","markdown":"https://newruntime.com/posts/how-our-gtm-agent-builds-consistent-high-quality-ce46b3.md","json":"https://newruntime.com/posts/how-our-gtm-agent-builds-consistent-high-quality-ce46b3.json"},"markdown_url":"https://newruntime.com/posts/how-our-gtm-agent-builds-consistent-high-quality-ce46b3.md","next_reads":[{"type":"topic","path":"/topics/agents/","url":"https://newruntime.com/topics/agents/","title":"Agents","reason":"Explore the agents topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agents.md","json_url":"https://newruntime.com/topics/agents.json"},{"type":"topic","path":"/topics/agent-workflows/","url":"https://newruntime.com/topics/agent-workflows/","title":"Agent Workflows","reason":"Explore the agent-workflows topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agent-workflows.md","json_url":"https://newruntime.com/topics/agent-workflows.json"},{"type":"topic","path":"/topics/enterprise-agents/","url":"https://newruntime.com/topics/enterprise-agents/","title":"Enterprise Agents","reason":"Explore the enterprise-agents topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/enterprise-agents.md","json_url":"https://newruntime.com/topics/enterprise-agents.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/sources/","url":"https://newruntime.com/sources/","title":"Sources","reason":"See the original sources this archive cites.","media_type":"text/html"}]}