Summary
What happens when a small team hires an AI employee? Julia McCoy tests Viktor, an AI agent that lives inside Slack or Microsoft Teams, on three real jobs. The video is sponsored by Viktor.
Viktor runs on its own cloud computer, writes and runs code, uses a real browser and connects to more than 3,000 tools. It runs on frontier models including Claude and updates as better ones ship. It is hired once by the company and keeps what it learns from every team member. The video shows two setup routes, a chat command or an admin panel with integrations, skills, scheduled tasks and usage tracking. It also covers permission controls, such as choosing who can use a connection and keeping scheduled tasks paused until a human approves them.
The three jobs go from small to large. First, Viktor summarizes a pricing decision from a Slack thread into a table with owners and links. Second, it scores 12 sales-call bookings against five criteria, flagging five as pre-revenue and routing them to a different program. Third, it turns a written weekly reporting routine into a repeatable procedure. McCoy also explains how this differs from using Claude directly as an assistant.
📺 Source: Julia McCoy · Published October 10, 2026
🏷️ Format: Workflow Case Study
