| Form factor | Software platform; runs on the cameras and compute you choose, or the Roboflow AI1 device with integrated camera and lighting | Closed appliance; SIMATIC IPC BX-39A, one monochrome 3.1 MP motorized-zoom camera, and a SmartLight per kit |
| Use cases covered | Defect detection, assembly verification, counting, OCR, PPE and safety compliance, logistics, and any custom vision task | Presence and integrity checks on a stationary part: surface defects, missing parts, misalignment, wrong labels; two ROI types (Inspection and Presence) |
| Who builds the model | You do, on your own images, with AI-assisted labeling | The appliance does, from about 20 good samples per profile; you mark regions and optionally tag samples OK or NOK |
| Label your own data | Yes, Auto Label from a text prompt, plus Smart Polygon powered by Segment Anything | Partial; mark regions of interest and tag samples OK or NOK; no class-level labeling |
| Vision tasks | Object detection, instance and semantic segmentation, classification, keypoints, OCR, depth estimation, and multimodal tasks | Inspection and Presence regions on a stationary part; no defect classes, measurement, counting, or trainable OCR documented in V6 |
| Train your own model | Yes, RF-DETR, YOLO (v8 / v11 / v26), Detectron2, and more; retrain as parts and lighting change | No; unsupervised anomaly detection with no architecture choice |
| Export and own model weights | Yes | No; images and results leave the device via FTP/SFTP only |
| Sub-agents for frontier models (MCP) | Yes, every trained model is exposed over MCP so frontier models can call it as a specialized vision tool, and agents can query Vision Events history over MCP | No; nothing documented on foundation models, LLMs, or MCP |
| Model architectures | Open, user-selectable registry | Proprietary "AMV-AI" acquisition, recognition, and inspection engines; not user-selectable |
| Camera support | Any RTSP, USB, GigE, or industrial camera, plus the Roboflow AI1 device with integrated camera and lighting | Supplied camera only; third-party cameras not documented; one camera per system |
| Edge deployment | Yes, NVIDIA Jetson, x86 servers, Roboflow AI1, fully offline | Yes, on the supplied SIMATIC IPC, fully local |
| PLC and line integration | Yes, PLC Reader, PLC Writer, and OPC UA blocks in Workflows (OPC UA, Modbus TCP, EtherNet/IP) | Yes, PROFINET with TIA Portal function blocks, EtherNet/IP, TCP/IP telegrams, and a 24 V trigger; OPC UA and MQTT not documented |
| Dashboards and analytics | Yes, Vision Events aggregates predictions, images, and metadata from every camera and site into one dashboard, filterable by shift, line, lot, or serial range, with saved filters | Per-device performance screen; no fleet dashboard or multi-site view documented |
| Operator feedback loop | Yes, operators flag wrong predictions from the line-side HMI; flagged events are stored with the image and go straight into the next training set | Partial; retag samples OK or NOK on the device, and the recommendations screen suggests adding samples |
| Multi-camera and multi-site | Unlimited cameras, sites, and models on one account | One camera per kit; the Basic license caps at 6 profiles, Professional is unlimited |
| Self-serve sign-up and free tier | Yes | No; sold through Siemens distributors on demo and quote |
| API and SDK | Yes, Python SDK, REST API, MCP server, public docs | None documented; PLC telegrams and FTP/SFTP file transfer only |
| Open source | Yes, supervision and inference libraries | No |
| Compliance | SOC 2 Type II, HIPAA with BAAs, PCI DSS | Not published for Inspekto; inference and data stay on the device |
| Air-gapped deployment | Yes, Docker-based offline install | Yes; the appliance runs without a cloud connection |
| No-code application logic | Yes, a line-side HMI built on Workflows chains detection, OCR, counting, and PLC output on a drag-and-drop canvas, without code; operators flag wrong predictions from the same screen | Partial; an on-device wizard sets up each profile: position light and camera, set zoom, mark outline and ROIs, add samples, analyze |
| Pricing | Published plans; free tier; usage you can see before you sign | Not published by Siemens; a reseller lists the Basic kit at about €20,700 net per station, Professional by quote |