Useful systems, explicit boundaries
AI Engineering
Turn an operational or product problem into a bounded technical system with clear interfaces and ownership.
Enquire about this serviceScope boundary
What this engagement means.
- Backend and API delivery
- Cloud architecture
- Workflow automation
- AI-assisted software development
- Native mobile or Android delivery
- Unbounded AI claims
- Guaranteed business outcomes
Named capability owner
Jozsef Benczedi
Jozsef brings senior backend and technical-lead experience to systems that need dependable architecture, APIs and cloud delivery.
Delivery sequence
Scope before certainty.
Frame
Define the problem, current system and decision this work must support.
Make
Work through the smallest coherent design or technical slice that proves the direction.
Handover
Document what exists, what remains open and who owns the next decision.
How scope works
No invented package price.
BDE scopes the engagement after understanding the work, constraints and ownership boundary. No amount, timeline or availability is published before that context exists.
Questions
Fit before proposal.
What should we bring to the first conversation?
The current situation, the decision you need to make, known constraints and any material the team already relies on.
Can BDE quote this from a short description?
Not responsibly in every case. BDE first checks whether the scope is defined enough to price without hiding assumptions.
Does this include native mobile delivery?
No. BDE does not currently market native mobile or Android delivery as an in-house capability.
Useful next routes
Keep the decision connected.
Project context
Is ai engineering the right starting point?
Share the situation. The service is preselected, but the scope stays open until the context is reviewed.
Project brief accepted
The configured delivery provider accepted the brief. Keep this reference: .
No response time is promised here. BDE will use the submitted contact details only for this enquiry.