Automate the work nobody should be doing by hand.
We take the high-volume, repetitive work your team does manually and rebuild it as agents and workflows that touch your real systems. You're measured on task-time saved, not features shipped.
Everything you need.Built for production.
No prototypes. No guesswork. Just production-ready systems that save time, reduce errors and scale.
A documented map of the workflow
Your current process written down step by step — who does what, in which system, how long it takes, and where it breaks. Useful on its own, even if you stop there.
Hours back per week, measured
Task-time saved reported against the manual baseline we captured before building — not a vague efficiency gain. Across shipped agents we've averaged a 78% task-time reduction.
Connected to the systems you already run
Read/write links to your CRM, ERP, inbox or database via API or webhook. The automation joins your stack; there's no migration and no parallel tool to maintain.
A human still in the loop where it counts
Approval queues, confidence thresholds and exception routing to a person. Judgment stays with your team; only the mechanical steps are automated.
An audit trail of every action
What ran, what it did, what it skipped and why — logged. The automation is reviewable, not a black box you have to trust.
A clear owner after go-live
Either we operate and maintain it on a monthly basis, or your team takes it over with a runbook and handover. No orphaned automation.
How we work.From manual to production, fast.
Five steps from one painful workflow to a measured, owned automation in production.
30 minutes to pick one high-volume workflow that hurts. We confirm the volume, who does it today, the systems involved and the access we'd need. An engineer, not a salesperson.
We document the workflow end to end and mark which steps need human judgment and which are mechanical. We capture the manual baseline — minutes per task times volume. This is where we tell you honestly if it shouldn't be automated.
A working automation in staging within days, wired to your actual data with read/write access, with human-in-the-loop checkpoints where the map said judgment matters.
The automation runs alongside the manual process on real cases. We compare outputs, tune the rules and prompts, and only hand off the steps it's provably reliable on. Nothing goes live on trust.
Production with monitoring. We report task-time saved against the baseline from step two. Then we either operate it monthly or your team takes it over with the runbook.
We’re not for everyone.We’re for operators who are ready to fix it.
If any of these sound familiar, we should talk.
COO or Head of Operations
Leading a 50–300 person company
- Hours a day lost to invoice entry, order processing or reconciliation
- The next move is hiring two more people, and you'd rather not
- You have the systems, but not the engineering to connect them
Outcome: Operations run smoother, with less effort and more control.
Founder or CTO
Whose team’s time is going to glue work
- Engineers and ops staff babysitting integrations and copying data between SaaS tools
- Reports assembled by hand, quietly eating senior capacity
- A fragile chain that breaks silently and has no owner
Outcome: Your team builds again. Instead of maintaining duct tape.
Teams outgrowing RPA or no-code tools
Past the easy 60%, stuck on the rest
- The remaining 40% needs judgment rule-based RPA can't handle
- A no-code flow that's become spaghetti nobody trusts
- No proper error handling and no one senior owning the architecture
Outcome: Production-grade automation you can trust at scale.



Senior engineers. No handovers. No fluff.
Start your deployment.
Talk directly to a principal engineer.
No sales team.
No discovery workshops.
No procurement circus.
We scope, build and ship.
- Reply within 24h
- Engineer-led assessment
- Written proposal
- Portugal / EU timezone
No commitment. Just an engineer.

