An automotive plant doesn't run on one AI server — it runs on dozens of edge boxes scattered across body shop weld cells, paint booths, and final assembly stations, each making sub-50-millisecond decisions on every part. iFactory's Jetson Orin AGX 64GB edge boxes ship in IP65 enclosures rated for the heat, sparks, solvents, and vibration of a real OEM line. 275 TOPS at the edge. Sub-50ms inference. MIL-STD-810 shock. Power-over-Ethernet. OTA model updates without line stops. Your plant copilot LLM lives upstream on the GB300 plant node — at the cells, it's pure CV/ML compute. Power and a network drop are the only things you provide. Our network engineers handle cabling, GMSL camera mounting, PLC integration, and OTA configuration. One-time CapEx — no recurring license, no per-inference billing, no kill switch. You own the boxes, the weights, the data. To scope a multi-cell rollout, get a turnkey quote.
Upcoming iFactory AI Live Webinar:
Jetson Orin Edge AI Boxes for Body Shop, Paint Shop & Final Assembly
Ruggedized NVIDIA Jetson Orin AGX 64GB boxes — IP65 sealed, MIL-STD-810 shock-rated, 275 TOPS at the edge — with YOLO + Vision Transformer + MobileNet + LSTM-tiny pre-flashed for weld vision, paint defect, and torque verification. Shipped to your plant, deployed by our engineers, owned by you. No cloud. No subscription. OTA updates without line stops.
Three Shops. Three Hostile Environments. One Box Built for All Three.
Cloud AI doesn't run a body shop. Round-trip latency to a remote data center is 80–150 ms — a robot welder cycles every 1.2 seconds, and you've already missed the next part. The only way to do real-time vision on a moving car body is at the cell. iFactory's Jetson Orin AGX boxes are engineered for the three environments that kill consumer-grade hardware. Schedule a 30-minute walkthrough to see deployment patterns for your shop.
- Spot-weld arc temps exceed 1,500 °C nearby
- Constant electromagnetic interference from welders
- Metal dust, weld spatter, oily mist
- Robot vibration at the cell frame
- Ambient: -10 °C to +55 °C operational
- Solvent vapors and fine paint mist
- Humidity swings 30%–95% RH
- ATEX / Class 1 Div 2 zoning at booths
- Color-critical lighting changes
- Curing oven adjacency: thermal load
- Conveyor vibration at every station
- 40–70 stations per line, all networked
- Torque verification on every fastener
- Mixed-model production complexity
- 15–60 second takt times per cell
What's Actually Inside the Box
A purpose-engineered IP65 enclosure built around the NVIDIA Jetson Orin AGX 64GB module. Fanless. Sealed. Pre-flashed with iFactory's automotive model stack. Drops onto a DIN rail or wall mount near the cell.
The "Industrial" SKU adds extended-temp guarantees (-40 °C to +85 °C), 100,000-hour MTBF rating, and ECC memory for safety-rated applications. Talk to support if you need the industrial variant for paint-booth or outdoor cells.
When to Use Which Jetson at the Cell
Not every cell needs an AGX. A simple presence/torque check at a fastening station fits comfortably on Jetson Orin NX. A 4-camera weld inspection cell with multi-model fusion needs AGX. Here's the rule of thumb our engineers apply during site survey.
| Spec | Jetson Orin NX 16GB | Jetson Orin AGX 64GB | Where it fits |
|---|---|---|---|
| AI compute | 100 TOPS | 275 TOPS | 2.75× more headroom on AGX |
| Power envelope | 10–25 W | 15–60 W | NX for tight cabinets |
| Memory | 16 GB LPDDR5 | 64 GB LPDDR5 | Multi-model fusion needs AGX |
| Camera lanes | 4× MIPI / 4× GMSL | 16× GMSL / 4× MIPI | AGX for multi-angle weld cells |
| Concurrent models | 1–2 networks | 4–6 networks | AGX for vision + LSTM fusion |
| Typical use | Torque, presence, OCR | Weld vision, paint defect, multi-cam | Match TOPS to camera count |
| Cost band | Lower | Higher | NX where it's enough |
A typical OEM rollout mixes both: NX boxes at simple fastening & presence stations (often 60–70% of cells), AGX boxes at body shop weld cells, paint inspection booths, and complex assembly verifications. Send your cell list — we'll come back with a sized BOM in 5 business days.
What Runs Where, At What Latency Budget
Each shop has a different timing budget, camera count, and model stack. Here's how a typical OEM line uses our Jetson edge boxes — with internal links to the application pages for each use case.
Weld nugget detection, expulsion classification, missing-weld checks. 4–8 GMSL cameras per cell, multi-angle fusion. Robot triggers via PLC.
Surface defect detection — orange peel, runs, sags, dust nibs, color mismatch. ATEX-rated cabinet placement. Color-critical lighting integration.
Torque-curve classification per fastener, fastener presence, gap & flush check, harness routing verification. One box covers 2–3 stations.
The Box at the Cell. The Brain Upstream.
Edge boxes don't work alone. Each Jetson at a cell streams compressed defect events upstream to a plant H200 for drift analysis and retraining, while the GB300 sovereign LLM hosts the plant copilot. Three tiers, one stack — all on your floor, none in the cloud.
- Sub-50 ms inference per cycle
- 4–16 GMSL cameras
- PLC trigger I/O · CAN bus
- Offline-capable if uplink drops
- Multi-cell drift detection
- Model retraining & OTA staging
- Time-series + image archive
- MES / ERP / CMMS connectors
- Plant copilot LLM hosted on-site
- RAG over historian + MES + ERP
- Full vision model retraining
- Confidential computing
The pure CV/ML stays at the edge. No LLM calls from the cell — that would blow the latency budget. The LLM lives upstream where shift supervisors and plant managers query it for cross-cell trends. Book a session to walk through the topology with your IT/OT team.
Four Model Families. Pre-Flashed. Tuned to Your Cells.
Every Jetson box ships with our automotive model stack pre-flashed and TensorRT-optimized for the AGX or NX target. Re-tunes on your line data in < 48 hours during shadow phase.
Fastener presence, weld locations, gap & flush points, harness routing markers, label/sticker presence. Anchored on automotive-specific class taxonomy.
Paint defects (orange peel, runs, sags, dust nibs), weld nugget quality, surface scratches. Captures global context that pure CNNs miss on natural variation.
Fast pass/fail classification on torque sockets, tool engagement, station presence. Sub-10ms latency, fits multiple instances per Jetson.
Time-series classification of torque vs angle curves. Detects cross-thread, soft joint, missing washer, double-hit signatures invisible to threshold-based systems.
Push New Models to 200 Cells. Without Stopping the Line.
A retrain happens on the H200. The new model gets validated in shadow mode against live cells. Then it rolls out — atomically, with rollback — to every Jetson box on the affected stations. Zero takt-time impact, full audit log.
New defect samples + corrections from operators feed an overnight retrain run on the plant H200 node. Versioned, signed, archived.
New model runs alongside production model on one designated cell for 24–72 hrs. Decision agreement and false-reject rate validated automatically.
Push to all matching cells during a shift change or planned changeover. A/B style atomic switch with instant rollback if reject rate spikes.
Every model version tied to lot codes and reject events. Full audit trail for IATF 16949, automotive recall investigations, and supplier review.
Six Reasons OEMs Pick Us Over Cloud AI & DIY Builds
Most "edge AI" vendors hand you a developer kit and walk away. Most cloud platforms keep your weld images on their servers. iFactory is different on every axis that matters — built for OEM scale, deployed by our engineers, owned outright by you. Schedule a working session to walk a site survey for your plant.
Built for body shops, paint booths, and assembly lines from day one. IP65, MIL-STD-810, ATEX-zone-ready. Generic developer kits don't survive a third weld-shop shift.
Boxes, GMSL cameras, lighting, models, OTA infrastructure, plant H200, GB300 LLM — all from us. No integration tax across six vendors. Single throat to call.
Boxes arrive pre-flashed with YOLO + ViT + MobileNet + LSTM-tiny, TensorRT-optimized for AGX or NX. Re-tunes on your cells in < 48 hours, not 6 months of integration.
Every byte of cell image data stays inside your fence. The plant copilot LLM runs on your GB300 — no API calls to OpenAI, no images uploaded to vendor cloud. IATF 16949 audit-ready.
Network engineers and field technicians dispatched from regional hubs in the US, EU, India, and APAC. Spare parts pre-positioned. Same response time in Stuttgart as Nashville.
One-time CapEx. You own the boxes, the GPUs, the model weights, and every byte of data. Year-one support included; after that, renew, run in-house, or mix. Talk to support for terms.
All You Provide. Seriously.
Most OEM rollouts stall because the customer is expected to do the cabinet work — GMSL routing, IP65 cable glands, encoder sync, PoE+ provisioning, IT/OT segmentation. iFactory inverts that. Talk to deployment support for a remote site walkthrough first.
- Power — 24 VDC or PoE++ at the cell location
- Network drop — single Gigabit uplink to plant DC (firewalled, audit-logged)
- Edge box build, burn-in, ship, install
- GMSL camera mounting, lensing, lighting
- IP65 cable glands and routing
- PLC trigger + CAN bus integration
- IT/OT segmentation, firewall config
- OTA update infrastructure on plant H200
- Model pre-flashing per cell type
- Operator + maintenance training
From PO to First Cell Live
A typical multi-cell rollout is in production within 6–12 weeks of PO — anywhere in the US, EU, India, LATAM, or APAC. Boxes ship pre-flashed, our engineers handle the floor work.
Remote walkthrough. Cell list, camera count per cell, AGX vs NX sizing. Sample data capture. Fixed-price BOM back in 5 business days.
Boxes assembled, IP65-tested, models pre-flashed and TensorRT-optimized per cell type. Crate ships with serial numbers tied to cell IDs.
Engineers fly in. Cabinet mounting, GMSL camera install, PLC integration, network segmentation. First cells go to shadow.
One week shadow per cell. Tune false reject. Switch to closed-loop. OTA infrastructure activated. Train operators & maintenance.
Buy Them Once. Own Them Forever.
No SaaS subscriptions. No per-inference billing. No "your weld images train our next model" clauses. Year-one support is included; everything after that is optional and at your discretion.
Boxes, cameras, software, deployment, training, year-one support — single PO. Sits on your balance sheet as a depreciable asset, not a cloud line item.
You own every box, every GPU, every trained weight, every byte of plant data. Full audit rights. No vendor lock on data export.
After year one, renew remote support & OTA model retraining annually, run it in-house with our handover docs, or mix. Boxes keep running either way.
What OEM Buyers Ask Before Issuing a PO
The standard SKU is IP65 with -25 °C to +70 °C operating range and MIL-STD-810 shock/vibration. The Industrial SKU extends to -40 °C to +85 °C with ECC memory and 100,000-hour MTBF. Both have fanless options for paint booths where dust ingestion is a risk.
New models go through 24–72 hr shadow validation on one cell, then atomic A/B-style rollout during shift change or planned changeover. Rollback is instant if reject rate spikes. Zero takt impact across hundreds of measured deployments. Talk to support for the validation methodology.
Usually not. Simple stations (torque, presence, OCR) run on Orin NX 16GB at lower cost. AGX 64GB is sized for multi-camera weld cells, paint inspection, and complex assembly verifications. Our site survey produces a mixed-AGX/NX BOM — you only pay AGX prices where AGX compute is needed.
Standard. IT/OT segmentation, IEC 62443 zoning, audit-logged firewalls, and signed model deployment are all in the deployment scope. Every model version is traceable to lot codes and reject events for recall investigations. Get a quote — written proposal back in 5 business days.
Join the Webinar. Or Get a Quote on Your Cells.
Watch the Jetson edge stack run live on a body shop weld cell on May 13. Or send us your cell list, defect priorities, and 200–500 sample images per cell type — we come back with a fixed-price BOM within 5 business days. Hardware, cameras, software, on-site deployment, training, and year-one support all included. No recurring fees. You own every box outright the day it goes live.
