Story behind the number
Support built around the customer
Product-specific tools and repeated issues fragmented the support experience.
My contribution
I contributed to cross-product support unification and led product work on AI-assisted automation, self-service, reusable resolution patterns and clearer case routing, preserving human escalation paths.
Results & context
Support unification, self-service and automation contributed to the reported 55% reduction in support-ticket rate.
- Support systems
- 3Salesforce · Freshdesk · ServiceNow
- Product experiences
- 4Involve · AR · AP · Impress
For a consistent ticket-rate definition and exposure basis, a 55% reduction is equivalent to an index moving from 100 to 45.
- Baseline index
- 100
- Equivalent index
- 45
(100 − 45) / 100 = 55%
The decision & trade-off
Use the existing Salesforce customer-data foundation for common support workflows. Standardize repeatable work while retaining product-specific expertise and routing ambiguous or higher-risk cases to people.
Cross-product operations · Self-service design · AI-assisted workflows · Human escalation