Empirical Evidence Base
Granular citations and raw observations extracted from normalized artifacts. Click any record to inspect telemetry context.
“User onboarding activation plummeted from 72% down to 31% over a 4-week window following the V2 checkout release.”
“76% of incoming qualitative support tickets and churn interviews cite configuration complexity and account setup failure rather than pricing or features.”
“CI/CD deployment failure rate surged from 4.2% to 28.6%, with bug backlog growing from 18 open issues to 74 unresolved defects.”
“Core engineering workload increased to 58 hrs/week per engineer (+42% overtime); average PR review latency lengthened from 4 hours to 3.4 days.”
“PRD scope expansion added 7 custom ERP integrations to the MVP schedule without adjusting the October 15 hard release milestone.”
“Severity 1 staging database deadlock during multi-tenant schema migration triggered 6 hours of environment downtime.”
“Only 8% of churned prospects mentioned price as a barrier, compared to 84% who abandoned during self-serve workspace creation.”