Industry

    Endee for Manufacturing

    From visual quality inspection on the production line to predictive maintenance in the field, built for environments where latency and reliability are production requirements.

    < 10ms

    inspection latency on edge hardware

    99%+

    recall for defect pattern matching

    10x

    less infrastructure cost vs. competing databases

    Capabilities

    Intelligence on the factory floor

    Visual Quality Inspection

    Embed reference images of good and defective parts. At inspection time, compare production parts against the reference library in real time. Catch surface defects, dimensional errors, and assembly mistakes that pass visual human inspection.

    Predictive Maintenance

    Encode sensor time-series as vectors and compare against known failure precursors. Detect early-stage equipment degradation days before failure, reducing unplanned downtime and extending asset life.

    Anomaly Detection

    Build a vector baseline of normal operating conditions. Any process reading that deviates significantly from the baseline surface immediately. Works for CNC machines, assembly lines, robotics, and HVAC systems.

    Parts & SKU Search

    Search millions of parts by image, description, or cross-reference number. Visual parts search lets technicians photograph a component and find the matching SKU, reducing search time from minutes to milliseconds.

    Edge Deployment

    Run Endee directly on factory-floor hardware: PLC gateways, edge servers, and NVIDIA Jetson boards. No cloud round-trip in the inspection loop. Sub-10ms latency for real-time pass/fail decisions.

    Multi-Line Monitoring

    Index data from hundreds of production lines on a single Endee cluster. Metadata-scoped queries isolate per-line analysis without managing separate vector indices per machine.