Workflow
- n8n
- webhooks
- scheduled jobs
- internal tooling
Automation and AI
Work that repeats. Handled once.
Integrations, workflows, and language features built to run unattended, with a logged failure path for every step that people used to catch by hand.
What the work covers
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Process automation and integrations
Recurring manual work moved into workflows, with people kept on the approval step instead of the boring one. Systems never designed to speak to each other are joined by webhooks, scheduled jobs, and small internal tools, each with its own logs and its own failure path. A workflow that fails quietly is worse than the spreadsheet it replaced.
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AI systems in production
Retrieval pipelines, agent orchestration, and language features that ship into a product rather than into a slide deck. Retrieval is evaluated against real questions before it is wired to anything, model calls are budgeted and logged like any other dependency, and every generated answer keeps a path back to the source it came from.
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What stays with people
Automation is scoped to work that repeats without judgement. Decisions, exceptions, and anything an auditor would ask about stay with the person accountable for them, with the workflow doing the fetching and the filing.
Who this is for
Operations teams losing hours to copying data between systems, and companies with a real use case and no appetite for an AI science project.
Work starts at the step someone already dreads: the export that has to happen every Monday, the queue that is routed by hand, or the answer that has to be assembled from four systems.
Stack in use
Integration
- REST APIs
- PostgreSQL
- message queues
Language models
- Claude API
- OpenAI API
- agent orchestration
Retrieval
- Qdrant
- RAG
- embeddings
Runtime
- Docker
- Kubernetes
- GitHub Actions
Observability
- Grafana
- Prometheus
- Loki
- Alertmanager
Free 48-hour infrastructure audit
The form takes three answers. What comes back within 48 hours is a written read of the platform: where the spend concentrates, what fails first, and the order to fix it in. No call is required to receive it.
What comes back
- Where the cloud spend concentrates, by service and by cause.
- The failure modes that would bite first under load or on call.
- A remediation order: what to fix now, what can wait, what to leave alone.
- A straight no when the fit is wrong, with a name from the wider network instead.
- Turnaround
- Within 48 hours
- Format
- Written findings
- Charge
- None
- Next step
- Only if asked for
Request sent.
The request is on its way to CloudWarrior. Written findings follow within 48 hours of it landing.
No further step is needed.
Scripts are off, so this form cannot hand the request on. The same three answers work as plain mail: address, company, and what is going wrong right now. Write to pat@cloudwarrior.io.
Or write straight to pat@cloudwarrior.io.
Contact
Bench open · Remote across the EU