Know what’s arriving.
And what isn’t.
Supplier follow-up, order confirmations, and delivery tracking. Get a clearer picture of what needs attention before it holds up production.
Industrial operations / Applied AI
AI for the work that makes manufacturing happen.
We help industrial manufacturers and defense suppliers improve everything around production—from supplier follow-up to the information people need to get the job done.

01 / Where we focus
Orders, documents, emails, planning, and follow-ups. Production relies on all of them. We look for the points where information gets stuck and people spend time holding everything together.
Supplier follow-up, order confirmations, and delivery tracking. Get a clearer picture of what needs attention before it holds up production.
Bring together the information behind planning, purchasing, and daily decisions. Reduce the time spent searching between systems.
Support document checks, quality records, and customer requirements. Surface missing information for someone to review.
02 / Our approach
The starting point is understanding how your business actually operates.
Where does work get stuck? What takes too much time? Which improvement would make a meaningful difference? That’s where we begin.
Map a specific process with the people doing it. Agree on what a useful result looks like.
Work with existing systems and responsibilities. Keep people involved where experience and judgment matter.
Check the effect on time, errors, and follow-up. Build on what proves useful.
03 / Information & control
For industrial companies and defense suppliers, how a system runs matters as much as what it does.
We design the setup around the sensitivity of the work. That can include running AI on your own infrastructure, with sensitive information staying inside the company.
The setup depends on your requirements, systems, and information. On-premises deployment is one option. We start by understanding what can be processed where and who needs control.
The starting point is the systems you already use. We look at where connecting information and reducing manual steps can help before proposing larger changes.
With a focused workflow, a person responsible for it, and a result we can measure. Supplier follow-up or a document-checking process can be a useful place to begin.
Founded by Oscar Sandström
I’m building Embla Works around practical AI for industrial operations, with a focus on manufacturers and companies supplying the defense sector.
My experience includes confidential work in the defense manufacturing sector. Client names and project details remain private.
Start a conversation
Tell me where your team spends time chasing information, checking documents, or following up. We can start there.
Connect with Oscar on LinkedIn