FARMALYZER AI helps identify the limiting economic and environmental factors of crop growth early and per subplot. Through multi-year historical observations and the intersection of all relavant soil, climate, crop and management data, the  ecological value and profitability of each subplot can be analyzed.  Technologically, FARMALYZER Expert features Hybrid approach of artificial intelligence and biophysical ecosystem and crop growth model for site- and weather-adapted management recommendations. Recommendations are issued via webapp and mobile app (IOS, Android) or also via API interface, creating unique interoperability.  - Cloud-free application maps for fertilization, seeding and crop protection as well as growth regulator use.  - Connection JohnDeere Operationscenter and Agrirouter (from 01.8.2023) - Analysis and forecast maps of yield potential as well as profitability - Recording and documentation of measures according to ISOBUS and KTBL standards - Mapping, import and export of soil data as well as the generation of soil zone maps for sub-area specific management.  - Augmented reality supported mapping function with up to 5 cm accuracy using Farmalyzer app and QR marker points. - IoT sensor data platform with compatibility to all AGVOLUTION products and external data interfaces and IoT standards: LoRaWAN, mioty, WiFi, BLE, MQTT, HTTPS, SigFox, Nb-IoT, LTE-M. - Individual data output and input possible; standard formats ESRI-Shape, GeoTIFF, GeoJSON, JPEG, PNG, ISO-XML, XML, JSON, TIFF, CSV, log, aft.  - Update and free updates to adapt to new standards. .