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 Supplies
Engineering services pair with toolchain you actually own. We supply 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
ADAS Sensor Data Logging: Bandwidth Budgets That Add Up
Every page that tells you an ADAS test vehicle produces terabytes a day states the headline and skips the arithmetic, so you cannot redo it for your own sensor set. This article publishes the arithmetic instead: one formula, every table row derived on the page, a worked eight-hour drive that chains those rows into a sustained write rate, a media count and an offload window, and the five places bandwidth budgets go wrong. Written by the GSAS Micro Systems engineering team in India.
SerDes Camera Links: GMSL, FPD-Link, ASA-ML and A-PHY
Four families carry automotive camera video, and only two of them have public documentation written for buyers. GMSL and FPD-Link are silicon-vendor interface families documented for board designers; ASA-ML and MIPI A-PHY are open specifications with published rate and reach figures and almost no practical buyer-facing writing. This page puts all four side by side with every rate class traced to the page it came from, then covers the part nobody writes: how you record, replay and inject a camera stream on a bench, and why none of it shows up in Wireshark. Written by the GSAS Micro Systems engineering team in India.
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 for Arm Development Tools.
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.