MCP Connectors Need GTM Governance Before They Touch Your CRM
MCP connectors should start with read-only CRM context, evidence packets, scoped permissions, and staged write approvals.
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9 min read
Blog
Practical writing on RevOps systems, AI readiness, and operating clarity.
Field notes from 100+ RevOps implementations.
AI GTM Agents Need Context Files, Not Prompt Libraries
AI GTM agents work better when CRM rules, workflow definitions, evidence standards, and write policies live in durable context files.
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9 min read
AI Pipeline Review Needs Evidence, Not Forecast Theater
AI pipeline review should give managers inspectable evidence packets with source proof, missing context, and safe next actions, not forecast theater.
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10 min read
AI Lead Routing Needs Evidence, Not a Better Score
AI lead routing should produce an inspectable routing case with intent, evidence, owner logic, and CRM write policy, not a black-box score.
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9 min read
How GTM Operators Should Use Codex Without Turning RevOps Into a Code Science Project
Codex works for GTM operators when RevOps gives it bounded artifacts, business rules, sample data, and tests before anything touches CRM.
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9 min read
How to Use AI for Sales Reply Intent Analysis Without Breaking Follow-Up
AI reply intent analysis should classify buyer intent, timing, next action, confidence, and evidence instead of treating sentiment as CRM truth.
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8 min read
How to Use ChatGPT for GTM Operations
ChatGPT is useful for GTM operations when it has a narrow job, clean business context, and a safe review path.
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9 min read
HubSpot Event Attribution Needs the Event Object First
HubSpot event attribution should use the event object as the source of truth and multi-select fields only for rep visibility.
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11 min read
RevOps Automations Need Exception Paths Before More Branches
RevOps automations need exception paths before more branches, so bad inputs stop visibly instead of corrupting downstream work.
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9 min read
Route AI Models By RevOps Risk, Not Vibes
RevOps teams should route AI models by workflow risk, not model preference, so cost, quality, permissions, and review match the job.
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9 min read