Tools and infrastructure that help build the future.

Purpose Built

The operating system for mission-critical machines

Sift is a unified observability platform for physical systems spanning design, validation, manufacturing, and operations.

Diagram of various components of the Sift platform including apps, types of ingested data, Governance, and Deployment models
SIFT INFRA

Data infrastructure built for modern machines

Making and operating complex machines means vast amounts of telemetry data. Build with infrastructure that was made for high-rate, high-cardinality hardware telemetry. Sift scales with you.

Close up image of abstracted UI from sift Explore page showing a live annotation on a time series plot.

Real-time stateful analysis

Static checks are noisy. Sift Infra’ stateful analysis pipeline enables you to detect patterns, measure change, and get intelligent alerts by evaluating over ongoing periods.
Image of test engineer at a test stand with computer screens displaying telemetry.

Scale your fleet, without scaling complexity

Sift Infra is purpose-built to store and query high-cardinality data over an order of magnitude more efficiently than traditional data platforms.
UI showing Sift telemetry with annotation

Sub-second precision 
at petabyte scale

Sift Infra optimizes data storage with intelligent indexing and rich metadata, making every signal searchable and retrievable in seconds.
SIFT Explore

Precision data visualization and exploration

Every signal, every threshold, every anomaly exposed in high resolution.

Image of tech cart with computer displaying Sift Explore with geo plot, time series and scatterplot panels.

Compound learnings through historical comparisons

Review and compare against past runs and anomalies to quickly understand system behavior. Build dynamic statistical models to define thresholds and bounds that evolve with your hardware.

Collaborate without losing context

No more screenshots, file sharing, and custom Python scripts. Share exactly what you're looking at to get your team on the same page, faster. All with your data, scale, and time windows intact.

Accelerate root cause analysis

Explore hardware data in a flexible, no-code platform. From audio and video to logs and time series data, every signal resides in one place. View it in real-time or across your data's history.
SIFT Reports

Validation across the entire hardware lifecycle

Sift is designed for the way modern teams build hardware. Made intuitive to work within your workflow.

Closeup of UI showing an automated rule violation inside Sift

Automate data review

Hardware reviews are slowed by manual rework, scattered tools, and static reports that bury insights. Forge centralizes these workflows and underlying data, structuring it for reuse and accelerating each stage of the development lifecycle.
UI of Sift Test page showing pass/fail status of various stages of a test program

Build hardware like software

Scale your operational complexity without scaling your risk with CI/CD for hardware. By embedding continuous checks into every stage, reduce your uncertainty and minimize risk of large-scale failures to go from prototype to production.

Streamline traceability and compliance

Progress faster with Sift Reports, which streamlines compliance by aggregating test data against requirements and auto-generating reports.
SIFT governance

The data+ control plane 
for modern machines

Sift's enterprise-grade governance enables everyone to collaborate on the same data without compromising security.

Image of portable tablet displaying blurred-out telemetry with the words "Authorized Personnel Only" overlaid on top.
Graphic of deployment options for Sift including Virtual Private, Classified, On-Prem and GovCloud.

Flexible deployment models

Deploy Sift—on-prem, private cloud, or GovCloud—to meet your security and compliance needs.
Image showing a drone operator in the field

Security designed for 
every type of compliance

Define fine-grained access control policies limiting access and what actions they can perform. Audit access logs to meet CMMC2, NIST, and SOC-2 compliance requirements.
Image of hardware engineers completing checkout of the Astranis Alaska satellite.

Fine-grained access controls

Share data internally and externally without transferring any files. Governance and access policies simplify collaboration with easy auditability.

Never miss a signal.

Let’s talk about how Sift can streamline development, reduce risk, and accelerate certification.
Rather join a group demo? Register for our weekly demo here.
Industries
AerospaceAutonomous VehiclesRoboticsDefenseEnergy
resources
Platform FeaturesManifestoDocsTerms & ConditionsTrust & SecurityPrivacy Policy
Company
About UsBlogCareers
CONTACT
Personal DemoWeekly DemoPrivacy Settings