Aggregate analytics across the entire team: usage trends, total spend, model mix, error rates, cache efficiency. The baseline every engineering leader needs before they can manage AI usage deliberately.
See any engineer's complete picture: every session they've run, what it cost, and which tools they rely on. Track spend over time, spot anomalies, and see whether they're actually using the Skills the team has built.
Skills are how teams scale AI without everyone starting from scratch. Pulse tracks adoption across the team and per individual and correlates Skill use with session length. ROI is measurable, not assumed.




