Author here. We build incident management software so obviously we're biased, but this post came from a pattern we keep seeing with prospects. Team builds an internal incident bot with AI in a weekend, everyone's impressed, then six months later someone's spending half their time on Slack API changes, on-call routing edge cases, and compliance work nobody scoped upfront. The initial build was never the expensive part.