AI agents that do real work
Beyond chat: we build agents that execute — driving the same desktop and browser apps your team already uses, with keyboard and mouse automation, scripted UI flows, and integrations so repetitive “robot work” runs on a schedule or a trigger — not as a demo, but as a maintained system.
What “actual work” means
Browser & desktop: pulling reports, updating rows, routing tickets, reconciling exports — the boring clicks that eat hours when humans do them by hand.
Orchestration: chains of steps across tools (CRM, sheets, internal portals) with clear success criteria — so the agent stops or escalates instead of bluffing through an edge case.
Guardrails: least-privilege accounts, allow-listed actions, logging, and human approval where money, privacy, or policy is on the line.
When this fits (vs a chat-only assistant)
High volume, fixed stepsSame sequence many times a week — ideal for automation with measurable error rates and rollback.
Systems without clean APIsLegacy admin UIs where the fastest path is reliable UI automation behind approvals — not a fragile copy-paste marathon.
Next to your stackWorks alongside Next.js apps, Firebase/GCP jobs, and the custom AI assistants we deploy for customer-facing Q&A.
What we won't promise
We don't ship silent takeover of machines or unchecked control of production systems. Every automation is scoped, observable, and revocable — engineering discipline first, hype second.
How we roll out
- Map the workflow. Screens, inputs, failure modes, and who owns exceptions.
- Pilot in a sandbox. Prove stability before production volume.
- Deploy & monitor. Logs, alerts, and periodic human review of edge cases.
- Iterate. UI changes break brittle bots — we keep runbooks and selectors maintained as your tools evolve.
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Want agents that clear the queue?
Tell us which workflows burn the most hours — we'll be honest about what can be automated safely first.