Production ML Engineering
Four capability areas built from a decade of shipping production systems across 13+ industries. Every engagement starts with a clear scope, measurable outcomes, and a money-back guarantee.
Edge AI & Embedded ML
Deploy models on Jetson, Coral, and custom silicon with sub-200ms latency and single-digit watt power budgets.
Capabilities
- Model compression & quantization
- ONNX & TensorRT optimization
- Jetson / Coral / custom silicon
- Real-time inference pipelines
- Power-constrained deployments
- OTA model updates
Computer Vision Systems
Defect detection, quality inspection, and visual analytics integrated directly into your production line or fleet.
Capabilities
- Defect detection & quality control
- Object detection & tracking
- PLC integration
- Active learning pipelines
- Real-time video analytics
- Multi-camera systems
Flexible Structures, Clear Outcomes
Start small, prove value, then scale. No 6-month contracts with unclear deliverables.
Deep Analysis
The full picture before you commit. Architecture, roadmap, risks, ROI model, and an honest opinion on whether ML is even the right fit.
- Full technical architecture for your case
- Implementation roadmap with milestones
- Risk register with mitigations
- 100% money-back guarantee
Best for: Starting point for every engagement
Find out if we're the
right fit for your challenge.
Tell us about your challenge. Mostafa will personally review it and respond within 24 hours with an honest assessment — what's achievable, what's not, and what it would take. No pitch, no pressure, no sales reps.