Vendor-Reported Productivity Metrics

Encoding onboarding into a Codex skill took Basis from a two-hour first day to 30 minutes

OpenAI's case study runs Codex through onboarding at Basis, per-account sales subagents at Clay and integration PRs at Exa. All three keep a person at the last inspectable step, and every number comes from the vendor and its customers.