Comment by felixwu

The pivot from vibe coding tools to established SaaS makes sense. Those early AI tools are in pure growth mode - they'll worry about retention once they hit some ceiling.

Established companies adding AI assistants is interesting because they already have baseline metrics to compare against. They know what good user experience looks like in their domain, so when the AI chat experience is terrible, it's obvious.

What's the biggest gap you're seeing between what these companies think they need to measure vs what actually matters for AI chat quality?