Real data from real engineering teams
Case studies, productivity data, and engineering insights — all from measuring our own team with the tools we build.
Swarmia, LinearB, Waydev & Pluralsight Flow Compared: Engineering Analytics Platforms for 2026
Swarmia, LinearB, Waydev, CodeClimate, and Pluralsight Flow (which is being retired) compared honestly: what each actually tracks, real pricing where it's public, and where CloudByte PMS fits for teams specifically trying to measure AI coding tool impact.
How to Track Gemini Code Assist Usage and ROI Across Your Engineering Team
Gemini Code Assist's Cloud Monitoring dashboard reports acceptance rates and active-user counts at the org level, not which developers are shipping more because of it. Here's what Google's native metrics cover, where they stop, and how to build the layer on top.
Amazon Q Developer Is Being Retired: How to Track Usage Through the Kiro Migration
AWS is winding Amazon Q Developer down by April 30, 2027 and steering customers to Kiro. Here's the retirement timeline, what Kiro's admin dashboard shows instead, and how to audit seats so migration doesn't erase a year of usage data.
Best Claude Code Monitoring & Usage Analytics Tools for Engineering Teams (2026)
Anthropic Console, ccusage, Jellyfish, minware, Honeycomb, MintMCP, Torii, Worklytics, Grafana Cloud, Dash0, and CloudByte PMS compared honestly: what each one actually tracks, who it's built for, and where it falls short.
How to Track Windsurf Usage and ROI Across Your Engineering Team
Windsurf's admin dashboard reports team-wide AI usage totals, but no public API and no documented per-seat breakdown. Here's what the dashboard shows, what it misses, and how to track adoption anyway.
Jellyfish Alternative: How CloudByte PMS Compares
Jellyfish is an enterprise engineering intelligence platform sold on annual contract. Here's an honest breakdown of where it wins, where CloudByte PMS wins, and how to pick a Jellyfish alternative.