Senior computer vision development talent and rates in Automotive
Senior computer vision development engineers serving automotive run roughly $150–$220/hr. Stack realities for this combination: CDK / Reynolds DMS + AutoTrader feeds + Salesforce Auto Cloud — common integrations: CDK / Reynolds / Tekion DMS, AutoTrader + Cars.com inventory feeds, CarFax + Kelley Blue Book. Telematics streams; driver behavior; predictive-maintenance signals
What computer vision development actually requires in 2026
2026 CV stack: PyTorch + Ultralytics YOLOv8/v11 for detection, Segment Anything Model (SAM) for segmentation, OpenCV for traditional pipelines, ONNX Runtime for cross-platform deploy, TensorRT for NVIDIA edge, Core ML for iOS, ML Kit for Android. Data: Roboflow, Labelbox, V7. CV engineers need PyTorch fluency, dataset curation skills, and deployment-target awareness (edge CPU vs cloud GPU vs phone NPU). Generic ML engineers without CV depth typically over-engineer training pipelines and under-deliver on real-world robustness (occlusion, lighting, scale).