Ramp Case StudyHow Ramp built a composite VoC system with parallel AI agents, shipping 500+ features with 25 PMs at 32x ROI.
Architecture & ImplementationParallel agent patterns, map-reduce synthesis, week-by-week playbook, and full prompt templates.
Data Sources & IntegrationGong API reference, Salesforce bidirectional sync, and a taxonomy of 15+ feedback channels.
Evaluation & ComplianceBuild vs. buy analysis across 5 platforms, plus PII handling, consent, and GDPR/SOC 2 requirements.
Prompt EngineeringReady-to-use prompt templates for source agents, coordinator synthesis, and product spec generation.
MFS Application NotesHow this maps to MFS tools — Fathom, GHL, Skool — with a phased implementation plan.