Cross-tool workflow automation
Connecting the systems your team already uses — CRM, billing, email, spreadsheets, internal APIs — into one path with a defined owner at each step.
Most automation projects add a system to babysit instead of removing work. We build workflow automation and internal tools that take repetitive tasks off your team for good — with approval steps, error handling and logs people can actually read when something goes wrong.
Temporal · Node.js · Python Agents
We know exactly what we want to automate, but our current stack cannot support it cleanly.
Someone spends a day a week moving the same data between the same two systems.
We automated it once and now it breaks quietly and nobody notices until a client does.
Connecting the systems your team already uses — CRM, billing, email, spreadsheets, internal APIs — into one path with a defined owner at each step.
Long-running processes built on Temporal so a workflow survives restarts, retries safely, and can be inspected mid-flight instead of vanishing into a cron log.
The admin surfaces your operations team needs: queues, approvals, bulk actions and audit trails, so ad-hoc database edits stop being part of the process.
Classification, extraction and drafting steps where they genuinely reduce effort — always with a human approval gate on anything that touches a customer or moves money.
Explicit failure paths, retry policies, idempotency and alerting. An automation you cannot trust unattended has not saved anyone any time.
A private self-hosted infrastructure cluster built on Proxmox, OpenTofu, Terragrunt, Ansible, K3s, GitOps, dedicated runner VMs, and a separate AI control plane for delivery experiments and internal operations.
Explore caseA full product ecosystem spanning a public landing page, iOS and Android application, Go backend, admin control panel, subscriptions, analytics, and feedback operations for a Ukrainian accent-training product.
Explore caseDescribe the process and roughly how many hours a week it eats. We reply within a day with an honest read on whether automating it pays for itself.
Send us a short description of what you're building or what's broken. We'll reply within a day with honest thoughts on scope, approach, and whether we're the right fit.