AI-discovered patterns from all your feedback channels
Analysis of 1,234 Python developers shows a significant churn spike specifically for those who skip the quickstart guide. Windows users are 3x more affected than Mac/Linux users. This pattern emerged 2 weeks ago after the v2.1 release.
TypeScript users show dramatically higher engagement: more GitHub stars, more community contributions, and higher NPS scores (72 vs 41). They also bring an average of 2.3 additional team members within 60 days.
Developers consistently struggle with OAuth implementation, specifically the refresh token flow. Average time to successful auth: 4.2 hours. Most common in enterprise integrations.
Developers who attend your weekly workshops show significantly higher engagement and retention. They also tend to become community advocates and bring in more team members.
Enterprise customers hitting rate limits 5x more often than expected. Most complaints from data-intensive use cases. Current limits may be too restrictive for production workloads.