Full hardware lifecycle visibility,  from the production floor to flight.

the Intelligence Plane

Sift is an observability platform for complex hardware telemetry that turns massive sensor data into actionable insights in minutes.

The MANUFACTURING Plane

Manufacturo captures structured records of every step in production and integration to build complex, regulated hardware.

What each platform does

The integration links these two systems directly. Sift annotations connect to Manufacturo build records, surfacing the exact component, operator, and process step involved in an anomaly. Nonconformance Reports in Manufacturo can be generated automatically from Sift annotations, removing the manual handoff between test and quality workflows.

Sift provides the intelligence plane

Observability platform for mission-critical hardware. It ingests high-frequency telemetry from sensors, subsystems, and test infrastructure, runs automated rules to flag anomalies in real time, and gives engineers a single place to explore data across runs, annotate findings, and share context across teams.

Manufacturo provides the traceability

Manufacturing management platform built for complex, regulated industries. It captures structured records of every step in production and integration: torque values, material lots, technician actions, tool calibration history, and process deviations, so when a nonconformance occurs, you have a precise, audit-ready account of what was built, who built it, and under what conditions.

What the integration enables

The Revel × Sift stack transformed our workflow from a bottleneck into a competitive advantage. We aren't just running more tests; we’re making better decisions, faster, from the ground stand to on-orbit operations.

Benjamin Schleuniger

CEO, Orbital Ops

Post-anomaly investigation without the manual correlation

When Sift detects an off-nominal event, engineers can immediately access the full Manufacturo build record for the affected component. Torque settings, material lot, calibration history, and installation sequence are available in context, not buried in a separate system.

As-built data synced to the  asset model

Manufacturo's as-built records sync with Sift's asset model, so every component's manufacturing history travels with it through testing, integration, reconfiguration, and field maintenance.

Automated nonconformance reporting

Sift annotations trigger Manufacturo Nonconformance Reports directly, so the documentation trail starts the moment an issue is detected rather than hours later when an engineer gets around to filing it.

Share insights seamlessly

Put an end to data getting trapped on a local test stand. Sift lets you share and collaborate on your Revel data. Turn one-off test runs into institutional knowledge.

Cross-test analysis

Query historical data and compare today’s hot-fire with a test from months or years ago. Explore, visualize, and analyze your data on a suite of enterprise-grade features. The information you need, always at your fingertips.

Open ecosystem

Great software that’s ready to meet you where you’re at. Revel supports 9+ hardware protocols with open drivers for a wide range of DAQ hardware; Sift supports 11+ hardware-native data types.

How the integration helps teams develop, validate, and operate.

Hardware development breaks down when manufacturing data and system behavior live in separate systems. Sift × Manufacturo connects telemetry with build records, so engineers can investigate, act, and validate decisions with full lifecycle context.

Reduce time to root cause with manufacturing context

Engineers investigate telemetry anomalies alongside the full manufacturing record, in one place.

Eliminate manual documentation and reporting gaps

Documentation begins at the moment nonconformance is identified, processes can be initiated from Sift observations.

Increase engineering velocity with traceability and feedback between manufacturing and test

Manufacturing and telemetry stay linked as systems evolve; tests inform production and process decisions.

Audit-ready compliance with built-in traceability

Audit preparation no longer needs manual reconstruction as traceability is built into engineering workflows.

Engineers are building 21st-century machines with 20th-century tools. This partnership eliminates the manual overhead, making machine genealogy and issue tracking fully traceable in real time.

Karthik Gollapudi

CEO and Co-founder, Sift

Regulatory audits demand a complete view of component history. Now, manufacturers can track every part's lifecycle without digging through disconnected systems.

James Montgomery

Chief Product Officer, Manufacturo

Where teams get stuck

Aerospace professionals cite traceability and telemetry management as top challenges, specifically because the relevant data lives in siloed tools with no shared workflow. The cost shows up as slower root cause analysis, longer certification timelines, and risk that compounds as systems scale.

Traceability without observability tells you how something was built but not how it behaved. Observability without traceability tells you why something failed but not how something was built. Most engineering teams have one or the other. This integration gives you both, in the same investigation workflow.

Photo courtesy of K2 Space

Full hardware lifecycle visibility, from the production floor to flight.