Frontier capability.
Everyday adoption.
A platform that makes AI capability accessible across the team.
- The challenge
- New models and tools arrive faster than people can learn them. Individual experiments need a path into repeatable work.
- What I owned
- I architect and operate the platform around an existing agent engine, connecting governed tools, reusable skills, knowledge, model routing, and human review.
Package new capabilities behind a familiar experience.
Keep identity, budgets, and approvals at the platform boundary.
Use independent validation and feedback to improve delivery.
500+ users, with organic growth. Container, macOS desktop, and private-cloud delivery support different ways of working.
Adoption confirmed September 2026. No daily-active or concurrent-user claim.
