No clean API required
Computer-use agents can operate software that was only built for people, which expands what can be automated.
Blog
Product thinking, operating models, and field notes from the work of bringing AI employees into service businesses with messy tools and real customers.

Editorial focus
AI workforce
Execution, not chat
How agents move from answering questions to completing work.
Service operations
Revenue leaks
Where demand, booking, follow-up, and payments break down.
Computer use
Beyond APIs
Why real businesses need agents that can operate existing software.
Latest
Company
The next major shift in technology will come from AI that does real work, not just assists with it. We are building an AI workforce that works inside legacy systems directly.
December 9, 2025 - 3 min read
Technology
For decades, automation meant APIs. If software didn't expose an endpoint, it couldn't be automated. Computer use flips this entirely.
December 5, 2025 - 4 min read
Industry
There are over 30,000 SaaS products on the market. Most have no API. This is the long tail, and it's where real businesses actually operate.
November 28, 2025 - 3 min read
Thesis
Most service businesses do not need another dashboard. They need reliable execution across the calls, inboxes, calendars, portals, and legacy tools their teams use every day.
Computer-use agents can operate software that was only built for people, which expands what can be automated.
The first useful automations are usually close to demand: calls, leads, quotes, bookings, and payments.
The best AI employees know when to complete the work and when to pull in a person with context.
General Employee can start with the specific front-office job your team is already doing by hand.