Bring renewal signals into one review
Renewal risk usually appears across systems before it appears in a forecast: unresolved tickets, usage changes, stakeholder silence, implementation delays, and commercial pressure. Salesforce State of Service report is relevant because customer service operations increasingly depend on unified data, AI assistance, and faster issue resolution. AI can assemble the risk picture before the account review.
Salesforce State of Sales report adds the sales-side context: revenue teams need better visibility and execution support. Renewal review should connect service and commercial signals instead of treating them as separate workflows.
Govern what becomes a risk signal
NIST AI Risk Management Framework gives the control model for classifying and managing AI risk. Define which signals count, how stale data is handled, and when AI-generated risk summaries require account-owner validation.
IBM Institute for Business Value AI capabilities research reinforces the capability view. The system needs clean source data, adoption by account teams, and a measurement cadence that proves whether the workflow changes renewal actions.
Measure action quality
McKinsey State of AI 2025 is relevant because AI value comes when workflows are redesigned around adoption and outcomes. Measure time from risk signal to account action, account-owner review completion, false positives, saved meeting preparation time, and renewal outcomes by risk category.
Use Customer Service AI and Sales and Marketing AI to place renewal risk review between service recovery and commercial follow-up.
