It worked in staging. Production is a different story.
Real traffic finds the bugs your test suite never did. AI models drift, user flows break, native app releases hit device-specific failures, APIs time out when 200 users hit them at once. We dig into actual logs, find the real failure mode, and put guardrails where they should have been on day one.












