{"version":"1.0","type":"card","id":"3d213049-a24d-4a02-931e-16eaa2c43d97","url":"https://stacklist.com/card/3d213049-a24d-4a02-931e-16eaa2c43d97","title":"What Actually is Go-to-Market Engineering?","source_url":"https://www.linkedin.com/pulse/what-actually-go-to-market-engineering-andrew-mcgrath-jxwzc","note":"This page discusses the concept of Go-to-Market Engineering, drawing from the author's extensive experience as a fractional CMO and co-founder. It provides insights into the strategic approach to launching products and services in the market effectively.","image":{"url":"https://ucarecdn.com/4133c1da-8b79-4d6f-ab97-104a25c5cfbc/","alt":"What Actually is Go-to-Market Engineering?","width":1280,"height":800},"stack":{"id":"a6ae3a77-8c43-4d9d-a68c-85c10dbfe1c4","title":"Startup & Tech Industry Insights","url":"https://stacklist.com/c/business/stack/a6ae3a77-8c43-4d9d-a68c-85c10dbfe1c4"},"created_at":"2026-08-13T15:33:35.434Z","updated_at":null,"aco":{"summary":"Go-to-Market Engineering explores how automation and AI are fundamentally transforming B2B SaaS sales operations from headcount-based models to engineering-driven systems. The author argues that modern GTM success requires engineers who can build, maintain, and customize automated outbound systems rather than traditional sales teams.","tags":["go-to-market","gtm-engineering","automation","sales-development","ai-marketing","b2b-saas","marketing-ops"],"key_entities":[{"name":"Author (fractional CMO/CEO)","type":"person","confidence":0.7},{"name":"Darwinian Ventures","type":"organization","confidence":0.9},{"name":"Vesara","type":"organization","confidence":0.9},{"name":"Maira AI","type":"organization","confidence":0.9},{"name":"TypeScript","type":"technology","confidence":0.95},{"name":"Python","type":"technology","confidence":0.95},{"name":"React","type":"technology","confidence":0.95},{"name":"Node","type":"technology","confidence":0.95},{"name":"Postgres","type":"technology","confidence":0.95},{"name":"Sales Development Representative (SDR)","type":"concept","confidence":0.95},{"name":"Ideal Customer Profile (ICP)","type":"concept","confidence":0.9},{"name":"Outbound command center","type":"concept","confidence":0.85},{"name":"AEO (AI Engine Optimization)","type":"concept","confidence":0.8}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-08-13T15:33:44.494Z"},"token_counts":{"approximate":1482,"cl100k":1220},"content_hash":"sha256:35e788f5c50bf227e975f17a3f838b7db8527d2ee2f100a32c6ed64cc99f70aa","acp_version":"0.2","body_available":true,"body_tokens":1482,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/3d213049-a24d-4a02-931e-16eaa2c43d97.json","html":"https://stacklist.com/card/3d213049-a24d-4a02-931e-16eaa2c43d97","md":"/api/public/card/3d213049-a24d-4a02-931e-16eaa2c43d97.md","stack_json":"/api/public/stack/a6ae3a77-8c43-4d9d-a68c-85c10dbfe1c4.json"}}