Data and numbers
Finding upsell patterns
Before
The full client spreadsheet, names and contract values included, pasted into a personal chatbot:
“Find upsell opportunities.”
After
In the work tool your organization approved:
“Here’s an extract by segment: industry, company size, products bought and renewal month. Suggest upsell patterns for each segment.”
Your part
Keep names and contract values out unless the tool and the task are cleared for them.
Why it works: Upsell patterns come from segments, so names and contract values add exposure without improving the analysis.