Robotics

See clearly. Build precisely. Scale seamlessly. Operate without limits.
SIFT for robotics

Engineered for high-volume, precision-critical automation

Manufacturing and automation teams rely on Sift to unify telemetry across complex industrial robotics systems, turning raw data into structured insight.

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Purpose built  infrastructure

Ingest 10+ data types in their native structure in real-time. See your schema-evolving telemetry and stream stateful analysis without performance degradation, down to sub-nanosecond precision.

Automated anomaly detection

Codify engineering know-how into rules that detect misalignments, cycle deviations, or thermal spikes in real-time.

Audit-ready reporting

Streamline compliance with DFARS, NIST SP 800-171, AS9100, and other defense certifications.

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.

Built for modern robotics infrastructure

Visualize. Validate. Scale. Operate.

Sift replaces brittle scripts and siloed dashboards with an observability platform built for robotic systems.

Unify your telemetry

Unified telemetry, simulation, and operations data. Real-time and historical analysis at full fidelity.

Full fidelity analysis

Real-time and historical analysis at full fidelity.

Anomaly detection

Rules-based validation, automated anomaly detection

Sharing and permissions

Shareable views, annotations, and version-controlled reports

Predictive maintenance
and testing

Ingests time‑series data from BMS, SCADA, PCS, HVAC, and related subsystems
Supports industrial and analytic formats such as MQTT, Parquet, TDMS, and Influx Line Protocol
Deployable in cloud, hybrid, or air‑gapped environments to meet utility and grid‑scale security requirements

Trusted by the teams building what’s next

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Frequent, small releases improve reliability in hardtech by automating validation and reducing late-stage risk. Learn how Sift's Rules feature enables continuous releases without compromising safety.
Read full case study →

Ready to build smarter, safer robots?

Let’s talk about how Sift can streamline development, reduce risk, and accelerate certification.
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