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CRM Write-Back: Five Patterns That Don't Break Your Pipeline Hygiene
AI agents create call records, contacts, opportunities, and tasks. Here's how to map them so RevOps doesn't hate you.
Daniel Choi, RevOps·March 5, 2026· 7 min read
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The mapping decisions that matter
- Always create a Call Activity record, never a free-text note.
- Match contacts on phone + email; on conflict, create a Lead and queue for dedupe.
- Outcome must come from a closed list, not the LLM.
- Owner inheritance: campaign owner → territory rule → round-robin fallback.
Don't auto-create opportunities
Let the human SDR do that on handoff. AI-created opps poison forecast accuracy for 3+ quarters.