Edge AI & Vision
Edge AI & Vision Engineering
From sensor to inference on Xilinx (Zynq UltraScale+ / Versal / Kria), NVIDIA Jetson, and Arm Cortex-M + Ethos NPU, for industrial vision, ADAS, drones, smart city, and defence-tech product teams in India.
Three platform stacks · One engineering bench
Xilinx / AMD
Zynq UltraScale+, Versal AI Edge, Kria K26/K24 SOM
Tools: Vitis AI, Vitis HLS, Vivado, PetaLinux
NVIDIA Jetson
Orin Nano, Orin NX, Orin AGX, Xavier NX
Tools: JetPack / L4T, TensorRT, DeepStream, CUDA, cuDNN
Arm + Ethos NPU
Cortex-M55 + Ethos-U55/U65/U85, Cortex-A + Ethos-N78
Tools: Keil MDK, Vela, CMSIS-NN, TF-Lite Micro, Arm NN
What We Do
From Sensor to Inference
Six engineering disciplines covering the full edge-AI lifecycle, picked by the silicon target, not by vendor allegiance.
Vision Pipeline + MLOps
Camera bring-up, ISP tuning, MIPI CSI-2, multi-cam sync, preprocessing, on-device data capture, drift detection, and OTA model updates.
Edge Model Optimisation
INT8 quantisation, pruning, distillation, operator fusion. Take a trained model and make it shippable on the silicon you actually picked.
FPGA-Accelerated Inference
Vitis AI on Zynq UltraScale+, Versal AI Edge, Kria SOM. DPU integration, PetaLinux, HLS accelerator IP for non-DPU operators.
NVIDIA Jetson Engineering
JetPack / L4T bring-up, carrier-board DTS, TensorRT optimisation, DeepStream pipelines, CUDA tuning, thermal envelope work.
TinyML on Cortex-M + Ethos-U
Cortex-M55, Alif Ensemble, Nordic, NXP, Renesas. Vela tuning, CMSIS-NN, TensorFlow Lite Micro, Keil MDK underneath.
Functional Safety for AI
ISO 26262 and IEC 61508 for ML in the loop. Deterministic inference, redundant-channel architecture, MISRA-compliant glue, static analysis.
Verticals
Where This Lands in Indian Products
Industrial Vision
Defect detection, predictive maintenance, QC inspection.
ADAS / Automotive
Camera / radar / LIDAR fusion, DMS, parking, lane keep.
Drones & UAV
Aerial imagery, obstacle detection, target tracking.
Smart City / Retail
ANPR, people-counting, queue, behavioural analytics.
Defence Tech
ISR, target detection, situational awareness, MIL-grade.
Toolchain
The Bench GSAS Distributes
Engineering services pair with toolchain you actually own. We distribute the commercial pieces of the edge-AI bench in India, Arm Keil MDK, Digilent FPGA boards, Perforce static-analysis, Razorcat unit testing. Xilinx / NVIDIA come through customer direct entitlement.
Blog
Edge AI & Vision Insights
Two Arm Keil MDK Webinars This Summer: DevOps and Edge AI for Indian Cortex-M Teams
Arm is running two free live Keil MDK webinars this summer: DevOps with Keil MDK on 23 June and edge AI with ModelNova Fusion Studio on 21 July. What Cortex-M teams in Bengaluru, Hyderabad, Pune, Chennai, Mumbai, and Delhi NCR should know, shared by GSAS, Arm's authorized partner in India.
Capturing I²C/SPI Data to Train Edge AI: A Protocol-Analyzer Workflow for Indian Embedded Teams
Edge AI is only as good as the data it learns from, and for most embedded systems, that data lives on the I²C and SPI buses between the sensors and the MCU. Here is a practical workflow for capturing real, labelled bus data with Total Phase protocol analyzers and turning it into an on-device anomaly-detection model, written for embedded teams in Bengaluru, Pune, Chennai, Hyderabad, Mumbai and Delhi NCR.
Arm DSTREAM Probes and Corstone Reference Subsystems for Indian Teams
A field guide for Indian silicon, automotive, and edge-AI teams choosing between Arm DSTREAM-ST, PT, HT, and XT debug-and-trace probes and adopting Corstone reference subsystems as a pre-silicon starting point.
Building an Edge AI or Vision Product?
Zynq UltraScale+ industrial vision, Jetson UAV payload, Cortex-M55 + Ethos-U battery camera, or smart-city analytics gateway, send us the brief, we come back with the engineering conversation.