Good read, and the honest note about what Ramp and Uber’s platform teams cost makes the tiers much easier to trust. From the services side, we build CRM, ERP and HRMS software for business clients, and the biggest variable is rarely the coding itself. It’s how clear the requirement is. That is why I think the intake stage matters most in any “factory”: tickets with clear acceptance criteria and linked context will cut retries more than switching agents. Review is the other limit. Small, focused PRs with attached evidence (test results, recordings) make a human reviewer’s job realistic. Question: for smaller teams or agencies without a platform engineer, would you start with a tool they already pay for (like Copilot’s coding agent) to test the ticket-to-PR loop before investing further? – Quezent Technologies