Chapters
- 01 · The Context Problem
- 02 · Give the Data Business Meaning
- 03 · Decide What the AI Should Trust
- 04 · Build the Context Layer
- 05 · Connect It to Live Data
- 06 · Control What AI Can See and Do
- 07 · Test the System
- 08 · Operate It
- 09 · Expand Beyond the First Workflow
- 10 · Capstone: Trace a Reliable Answer
8 min · Interactive exercise
Expand Beyond the First Workflow
Carry the architecture into other systems and teams.
View your context layer
The first workflow answers renewal questions. The architecture can support Sales, Marketing, Customer Success, Finance, and cross-system work, but expansion should reuse meaning without copying every rule.
Share organizational context
Fiscal dates, account segments, approved lifecycle definitions, and authority rules can serve many workflows. Keep one maintained definition and let each workflow load it. Copies drift.
Keep workflow boundaries local
A Customer Success workflow and a pipeline workflow need different fields, tools, and action rights. Share the meaning of “at risk,” then give each workflow its own allowlist and tests.
Add one system because the question needs it
Cross-system context is useful when a business question genuinely spans CRM, product, support, or finance data. Start with the join and definition needed for one answer. Do not turn the context layer into a warehouse or copy all source data into it.
Choose implementation plumbing after the model is clear
Rules can live in Salesforce, HubSpot, git, or a small database. The storage choice changes administration and retrieval, not the core contract. Platform-specific implementations live in Reference so this guide can stay general.
Extend the Acme risk definition into a bounded Customer Success workflow in the GTM Lab.
Implementation Reference
GTM Lab
Saved locallyThe new workflow reuses your approved risk meaning while keeping its own permissions local.
Account segment
Customer Success renewals
SEG-0094- Accounts found
- 46
- Shared risk definition
- No
- Source workflow
- Sales qualification
- Field scope
- All Sales fields
- Write actions
- Enabled
- Owner
- CS Operations
Extend the first workflow
Customer Success wants to use the same definition of “at risk” in a renewal workflow.
What happened
Customer Success Operations asked:
“Which high-risk customers need an intervention this week?”
Agent response
“I copied the Sales workflow and found 46 accounts. I also enabled its update actions for the CS team.”
Naive expansion: Customer Success copies the Sales prompt, every rule, and broad integration permissions into a second workflow.
How to complete this chapter
- Reuse only durable organizational context.
- Add a workflow-specific boundary.
- Keep the first expansion small.