Use cases
Stories from teams that put Agents to work.
How real jobs move to Agents on a mini server: the setup, what the Agents do, where a human stays in the loop, and what it changed.
Latest
Productivity · · 6 min read
A founder's inbox, handled by two Agents before breakfast
How a three-person startup turned 200 daily emails into one morning read-out, with every reply still waiting for a human send.
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Support
Clearing a support queue without a night shift
A consumer app with 40,000 users let a Ticket Triage Agent watch Zendesk and WhatsApp around the clock. Humans still answer; they just start from a draft.
7 min readFinance
Getting paid on time with an Invoice Coordinator
A design agency moved invoicing follow-ups to an Agent that reads the ledger, drafts reminders in the right tone and keeps a sheet of who owes what.
6 min readSales
Overnight outbound: research, score, draft, review
A two-person sales team let a Sales Outbound Agent research accounts and draft first touches each night, then spent mornings reviewing instead of searching.
7 min readPeople
Hiring without the spreadsheet of doom
A fifty-person company runs sourcing, screening notes and onboarding checklists through two Agents connected to Greenhouse, LinkedIn and Slack.
6 min readEngineering
Bug reports that arrive reproduced
An engineering team of eight lets a Bug Reproduction Agent turn vague reports into Linear issues with steps, logs and a suspected file.
5 min readCommerce
A restaurant that answers WhatsApp in thirty seconds
Reservations, specials and supplier orders handled by four small Agents from the Restaurant project template, with the owner approving anything that costs money.
6 min readEconomics
Why unlimited tokens change what you let an Agent do
A metered API makes you ration curiosity. Owning the usage makes thoroughness free. The maths behind the mini server.
5 min read
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Our packaged software lines for agents, homes, offices, retail, cities and defence.