We build it, run it at our own expense, then hand you the keys.
Bring us the workflow that is slow, expensive, or done by hand. We design the system, build it inside your cloud with your engineers beside us, and hand it over documented — or we tell you in the briefing that it isn’t worth building.
$ swarm run "teardown of 3 competitor pricing pages" plan 7 tasks · 4 agents · est. $0.84 gate awaiting human approval … approved tokens 0 spent before the gate opened verify 12/12 sources re-fetched, 0 fabrications done report + reasoning graph + raw JSON # a real run from /deployments/swarm/
Systems we ran ourselves before deploying them beside you.
Multi-agent research with a live audit trail
Agents you can watch work. 0 tokens spent before a human approves the plan; 100% of sources re-fetched before a claim ships.
Self-healing QA from a one-line prompt
Plain English becomes a browser test suite that repairs itself. 2 models must agree before anything passes; a failed assertion is never healed away.
Ask a video library a question, get the clip
3 fused signals, indexed at scene level, searched by 5 specialist agents. The answer is a watchable clip, not a timestamp.
Territory to booked meeting, autonomously
Every business diagnosed for about 2¢. Models in 5 judgment roles, code everywhere else — 75% less model spend from one split.
Customer-facing agents, fully auditable
A support agent and a marketing rep, answering 24/7. Your team reads 100% of what was said in your name.
One search over five knowledge stores
Chat, memory, notes, bookmarks, and documents in one workspace. “What did we decide about X?” gets an answer with its source.
AI with its guardrails written in code
Safety-critical AI: 0 code paths can call food “safe,” and 100% of inventory changes are confirmed by a person.
Three practices, one architecture standard.
An answer layer over the documents your team already has — every answer arrives with its source, and access follows the permissions you already enforce.
AI does the hours; people keep the judgment: a human gate before money moves, a complete audit trail, and model calls only where judgment lives.
Bring us the problem everyone else called too hard.
We take the workflow others walked away from and put it in production: shipped, documented, owned by you. The seven systems above are that appetite spent on ourselves — built, run and debugged at our own expense, so the first thing you pay for is the part that works. Eleven more projects are on the bench behind them.
Delivery has one shape: a permanent core, a build pod chartered per project, and agent crews carrying the volume while senior engineers make the calls. It is the same structure we hire into.
Read the method →45 minutes, no deck, and a verdict at the end.
The briefing runs 45 minutes with your engineers in the room. If we are not the right firm — or there is no system worth building — we say so and leave you the notes.