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Large Organizations
Employee productivity, engagement, and performance insights
Give people leaders a clearer picture of how the organization actually runs — productivity patterns, engagement signals, and bottlenecks — with privacy-first agents that surface insight managers can actually act on.
What's broken today
- Performance reviews rely on recency bias and the last week of memory
- Engagement surveys arrive quarterly, long after you could have acted
- Managers lack line-of-sight into team workload and where work is stalling
- HR drowns in ad-hoc reporting requests from leadership
- Required trainings, certifications, and attestations slip through compliance cracks
What automates
- Review-calibration agent — aggregates 360 feedback, self-reviews, and objective delivery signals; drafts balanced evidence-based reviews that cite specific work instead of recent memory
- Continuous-engagement agent — passive signals (meeting load, async response patterns, skip-level dynamics) synthesized into a weekly org-health pulse; flags teams trending down before the quarterly survey
- Workflow-bottleneck agent — surfaces where work is stalling across tools (ticket-to-deploy time, approval chains, handoff lag) and recommends specific fixes
- Manager-coaching agent — weekly digest to every manager: what the team shipped, who's at risk, a suggested 1:1 agenda based on what's actually happening
- Onboarding-companion agent — week-by-week check-ins with new hires, surfaces blockers, matches them with peers based on role and project overlap
- Compliance-hygiene agent — tracks required trainings, certifications, and policy attestations; auto-remediates the easy stuff, escalates anything stuck
What you get back
- Retention lift from catching disengagement 6–10 weeks earlier
- Workflow bottlenecks worth 4–8 hours/employee/week surfaced and fixed
- Performance reviews defensible and evidence-based
- HR analytics turnaround from weeks to same-day
- Compliance training completion above 98% without nagging
In practice
A 2,000-person ops team identified a workflow bottleneck that was silently costing ~6 hours/employee/week.