What breaks first when you automate a broken sales process?

Direct answer

What breaks first is usually one of these:

• bad input data
• unclear stage ownership
• shadow spreadsheets or off-book exceptions
• no review step before writeback
• no definition of what counts as a good outcome

Why teams misdiagnose this

When an agent fails, the instinct is to blame the model. But recent operator discussion is pointing at a more boring truth: the agent is just executing a workflow that was already inconsistent when humans ran it.

That means the first job is not "make the agent smarter." It is:

1. define the real process
2. remove hidden exceptions
3. tighten the handoff
4. add review at the expensive moments
5. only then automate the path

What this means for GTM teams

If the SDR, RevOps, and CRM owner each describe the same flow differently, you do not have an agent problem yet. You have a workflow-definition problem. Fixing that is usually higher leverage than another prompt tweak.

Source-backed reference

• Pipeline as Code for GTM Account Mapping for making GTM logic explicit instead of burying it in tabs.
• How to Build Production GTM Agents for the constrained-job and review-first framing.