Six processes we automate most often
Where your data goes, and where it does not
The first question every board asks is whether company data ends up training a vendor model. We design so that it does not, and the arrangement is written down before anything is connected.
AI and automation questions
Will our data be used to train a model?+
No. We use enterprise endpoints where training on customer data is contractually disabled, or host open models inside your own cloud tenancy. Which approach applies is stated in writing before anything is connected.
Does it work in Arabic?+
Yes. Assistants, document extraction and support triage are bilingual by default, and Arabic output is reviewed by native speakers during the shadow run.
What does a pilot cost?+
Fixed price, scoped to one process, delivered in six weeks. The proposal states both the price and the measurement method, so the return is arguable on evidence rather than faith.
What if the automation gets something wrong?+
Confidence thresholds route anything uncertain to a person, and consequential actions always require approval. The shadow run exists to calibrate exactly where those lines sit.
Do we need to replace our current systems?+
No. Automation connects to the ERP, email and file storage you already run. Replacing systems to enable AI is usually a sign the scope has drifted.
Will this replace staff?+
In practice it removes the parts of a role nobody wanted: rekeying, chasing and reconciling. Every client so far has redeployed the time rather than the person.
