Anti-Fragile GTM

Writing

AI agents for GTM need guardrails, not blind trust

Why agents writing directly to CRM is how you create duplicates at machine speed.

AI agents are extraordinary at research, enrichment, and copy generation. They are also extraordinary at creating plausible-sounding wrong data. An agent that writes directly to your CRM will create duplicates, hallucinate titles, and assign contacts to the wrong company, faster than any human could.

The guardrail pattern is simple: agents write to staging tables. Automated QA or human review approves. Only validated records sync to production CRM.

This is not about distrusting AI. It is about respecting the difference between research output and production data.