
Robotics
See clearly. Build precisely. Scale seamlessly. Operate without limits.
One platform. From integration to full production.
01
DESIGN & DEVELOPMENT
Validate robot control algorithms, joint motion profiles, and sensor fusion using full-fidelity telemetry.
Analyze torque, encoder, vision, and force data across simulations and testbeds.
Improve repeatability and precision with insights from every build.
02
Manufacturing
Monitor performance and system health across multiple BESS sites in real time.
Automatically detect misalignments, sensor drift, or overheating components before impact.
Generate audit-ready compliance reports
for ISO 10218 and industrial safety
standards.
03
Operations
Monitor actuator and sensor health across production shifts and job cycles.
Predict degradation in joints, effectors, and vision systems using rule-based analysis.
Reduce downtime and improve OEE with structured, traceable insights across every deployment.
Visualize. Validate. Scale. Operate.
Sift replaces brittle scripts and siloed dashboards with an observability platform built for robotic systems.



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