Collect
Gather current, approved account signals from defined sources.
01 · Workflow
Turn scattered context into a useful briefing.
The workflow uses only approved CRM notes, support summaries, success-plan commitments, and engagement data. It does not predict churn or contact customers autonomously.
Separate
Distinguish facts, customer statements, internal assumptions, and gaps.
Brief
Create a concise risk-and-value narrative with cited support.
Plan
The account owner validates context and chooses human actions.
02 · Prompt example
Evidence before prediction.
A disciplined prompt prevents the model from presenting a plausible story as established fact.
Renewal evidence brief
Organize the account information into: verified positive signals; verified concerns; customer-stated priorities; unresolved commitments; missing information. Cite the dated source for each item. Do not assign a churn probability.
Account-owner checklist
- Remove stale or duplicated signals
- Correct missing relationship context
- Confirm customer statements are exact
- Choose outreach based on judgment
03 · Example output
A compact action brief.
Designed to prepare a better conversation, not replace one.
| Signal | Evidence | Human follow-up |
|---|---|---|
| Adoption expanding | Two teams added during current term | Confirm value achieved by new users |
| Open commitment | Reporting request remains unresolved | Establish owner and recovery date |
| Executive alignment unknown | No recent sponsor interaction logged | Decide whether sponsor outreach is appropriate |
04 · Guardrails
Relationship judgment stays human.
No hidden scoring
Do not generate pseudo-precise churn probabilities from incomplete account notes.
Respect permissions
Use only customer data approved for the selected AI environment.
No autonomous outreach
A human owner reviews context, tone, timing, and every customer communication.
Acquisition concept
Acquisition details ↗Turn AI capability into repeatable team practice.
Illustrative concept content only. Adapt the workflow to applicable privacy, contractual, security, and organizational requirements.