Verifiable proof points from a working studio \u2014 each case study covers the engineering challenge, approach, tools, and shipped results in numbers. Open each one to see the full writeup.
Proof points
Each card links to a dedicated case-study page with the engineering brief, approach, tools used, shipped metrics, and frequently asked questions \u2014 the writeup buyers actually need to compare vendors.
GenAI · Retrieval-Augmented Generation
How a hybrid-search RAG system over 40k engineering PDFs and CAD drawings cut average engineer-question turnaround from 35 minutes to 22 seconds, with grounded citations on every answer.
95× · 22 s · 0.93
MLOps · Edge AI Fleet
End-to-end MLOps platform managing 600 Jetson inspection cameras across 14 sites — median model deploy went from 9 days to 38 minutes, with automatic drift-triggered rollback.
38 min · 9 days · 600
Model Tuning · LoRA / PEFT
Parameter-efficient fine-tuning of OpenCLIP ViT-L/14 with LoRA adapters on 18,000 SKU photos — 97.4% accuracy versus 78.1% zero-shot, 11 hours on a single RTX 4090.
97.4% · +19.3 pp · 84 MB
Applied AI · Vision-guided robotics
How a YOLOv11-Seg + 3D-pose stack on a Jetson Orin Nano replaced fixed-pose jigs in a 6-DOF robotic cell — sub-80 ms latency, 99.2% accuracy, 40% throughput gain.
80 ms · 99.2% · 40%
Edge AI · On-device inspection
A production conveyor inspection camera running a quantized INT8 CNN entirely on an ESP32-S3 — 18 FPS at 0.4 W, no cloud, 6× lower capex per station.
18 FPS · 0.4 W · 96.8%
ML-accelerated engineering
A physics-informed neural network trained on 12,000 ANSYS runs replaces the full solver for early-stage topology — predicts stress fields in 40 ms vs. 22-minute solves.
500× · 40 ms · 0.987
Structural analysis
How simulation-driven design optimization cut peak stress by 32% and deformation by 25% on a load-bearing industrial bracket — before any physical prototype was built.
32% · 25% · 0
Thermal engineering
How CFD-based conjugate heat transfer caught a 14 °C hotspot in a sealed IP66 enclosure before prototype — saved an estimated 2 mold revisions and 7 weeks of rework.
14 °C · 72 °C · IP66
Robotics design
Mechanical design of a 6-DOF compact robotic arm with cycloidal gearboxes hitting ±0.1 mm repeatability at 5 kg payload — from kinematic chain to manufactured prototype.
±0.1 mm · 5 kg · ₹6.8 L
Lightweight structures
Topology-driven redesign of a survey drone frame in PETG-CF — dropped frame mass by 22% with no loss in stiffness, extending flight time by 6.4 minutes per sortie.
22% · 118 Hz · +6.4 min
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