- VP R&D and CTOs
- No clear view of what is really happening across teams.
- One view of delivery, quality, cost and risk that explains why things changed.
- New managers and due diligence
- Inheriting an organization nobody can explain.
- Architecture, ownership and risks of any engineering org, understood in a day.
- Team leads
- PRs rot, QA bottlenecks, surprise blockers.
- Review queues routed to the owning team, stale-work alerts, sprint review and retro written from data.
- Security and compliance
- Findings scattered across tools.
- One list of security, accessibility and tech-debt findings, each with a fix, a ticket and a PR.
- Finance and FinOps
- Cloud and SaaS spend nobody owns.
- Every billing source in one standard format (FOCUS): cost per team, anomalies, forecasts.
- Companies without a platform team
- Nobody to build and maintain dashboards.
- Plug and play. It adapts to your tools, vocabulary and workflow.