AI integration
Connect language models to your documents, databases and internal tools.
AI that works inside your business, not next to it
I join your team, learn how work really gets done, then build the AI integrations and workflow automations that take manual steps off your people.
Based in Malaysia. Works with your tools, your data and your team.
Your team already knows the work. I build the systems that handle the repeating parts, so they can spend time on the rest.
What I build
Workflow automation
Turn repeated manual steps such as data entry, approvals, reports and follow ups into dependable automated flows.
Embedded approach
I work alongside your people and build in small steps, so you can see progress on real work.
How it works
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01
Map the work
We walk through one real process end to end and pick the step where automation saves the most effort.
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02
Build a first version
I build it inside your tools and test it on real cases with the people who will use it.
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03
Review and improve
We review how it performs and decide what to fix or extend next.
$ automation run invoices --watch
# watching the inbox for new invoices
✓ read invoice-1042.pdf
✓ matched PO-3381, records updated
! line 4 does not match, flagged for reviewAn example of what one automated flow looks like.
Questions
What is a forward deployed engineer?
An engineer who works directly with your team on your real problems, instead of handing over a generic product. I build with your tools and context.
What kind of work fits?
Repeated, rule based work that eats staff time: processing documents, updating records, answering common questions, preparing reports and routing requests.
Do I need to change my current tools?
No. The aim is to connect to the tools you already use. Any change is discussed with you first.
What happens to my data?
Which data the AI can access, and where it is processed, is something we agree before building.
How do we start?
Send a short note about the process that costs you the most time. We then agree on a small first piece of work.
Can the automation make mistakes?
Yes, any AI step can. For important actions, a person can review before anything is sent or changed.
Tell me which process costs you the most time
We will decide together whether AI integration or workflow automation is the right first step.