Visualize and explore every channel

Explore every channel at sub-second precision

Unify your telemetry into a single source of truth. Plot any channel from any run, compare tests side by side, and understand your hardware in one view.

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Your test review touches 6+ apps. It should only need 1.

The legacy stack is a chain of silos. Each link drops context, slows the test loop, and pulls engineers off your roadmap. One platform takes your telemetry from signal to decision in the same afternoon.

Without Sift

Test

Generating insights means a stitch-work of applications you run by hand, every single time.

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Analyze

Triage, comment, attach files, and hand issues to your team inside the same workspace.

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Investigate

Hard-won insight stays buried when the full context is scattered across disconnected tools.

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Action

Even if you close the ticket, tomorrow's run starts from scratch.

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With Sift

Test

Generate reports that evaluate dozens of rules on your test in under a second.

Sift user interface showing a report with a time series plot and list of rule annotations overlaid.

Analyze

Triage, comment, attach files, and hand issues to your team inside the same workspace.

Sift user interface showing a report interface and highlighting an annotation on a time series plot with a user assignment and comment dialogue overlaid.

Investigate

Annotations flag what broke; Explore shows you why, channel by channel, for faster root cause.

Sift user interface showing an Explore interface including multiple times series plots with live annotations and a table of data.

Action

Turn your insight into rules that strengthen every future run and catch the next problem while there is still time to fix it.

Sift user interface showing automation tool outputs like rules and family data
Unify telemetry across the hardware lifecycle

One telemetry layer that follows the machine from prototype to fleet.

Develop

01

Bring every test bench, simulation, and prototype channel into one timeline. Engineers compare runs, tune designs, and move to the next iteration quickly.

Validate

02

Run every qualification campaign in one system. Codify what passes once and catch failures automatically, run after run.

Operate

03

Stream field telemetry into the same platform that holds your R&D and manufacturing history. The team that designed the machine sees what the machine does in the field.

Use Case
Automated Data Review

Open the same timeline as your teammates and cross out branches of the fault tree the same afternoon. Flight analysis at CX2 dropped from days to hours on Sift.

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Use Case
Rules-based Anomaly Detection

Codify what passes and what fails once. Apply across teams, programs, and product lines.

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Use Case
Root-cause analysis

Catch issues at sub-second precision the moment they appear. Every channel, every test, every flight.

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Develop

01

Bring every test bench, simulation, and prototype channel into one timeline. Engineers compare runs, tune designs, and move to the next iteration quickly.

Use Case
Data Analysis

Data analysis. Open the same timeline as your teammates and cross out branches of the fault tree the same afternoon. CX2 cut flight analysis from days to hours on Sift.

→ Read the use case

Validate

02

Run every qualification campaign in one system. Catch failures automatically the moment firmware changes. Validate builds at software-team speed.

Use Case
Rules-based Anomaly Detection

Rules-based governance. Codify what passes and what fails once. Apply across teams, programs, and product lines.

→ Read the use case

Operate

03

Stream telemetry into the same platform containing R&D and manufacturing telemetry. The team that designed the machine sees what the machine does in the field.

Use Case
Anomaly Detection

Anomaly detection. Catch issues at sub-nanosecond precision the moment they appear. Every channel, every test, every flight.

→ Read the use case
Infrastructure

Built to scale with your machine.

Every test, every campaign, in one workspace. For the life of the program.

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Find root cause in the same afternoon

Open the same timeline as your teammates. Compare tests side by side at sub-second precision. Surface anomalies instantly and investigate together in one place. Analysis and data review at customers like CX2 dropped from days or weeks to hours.

Sift user interface showing a report with a time series plot and list of rule annotations overlaid.

Catch failures the moment they appear

Run rules against incoming telemetry continuously. Anomalies surface automatically the moment they appear, and every flag lands during development, while the fix is still cheap.

Sift user interface showing an Explore interface including multiple times series plots with live annotations and a table of data.

One workspace from prototype to fleet

New engineers onboard into existing context. Programs that span years stay searchable and comparable across every milestone, so the context built in development carries forward into validation, manufacturing, and operations.

Sift user interface showing automation tool outputs like rules and family data

Codify what passes once, apply it everywhere

Run every qualification campaign in one system. Codify what passes and what fails once, then apply it across teams, programs, and product lines. Release frequently, keep engineers on the roadmap, and root cause in the same afternoon.

Sift user interface showing Explore interface including a geo plot, time series, and scatterplot.

Scale on the same pipeline

Ingest from test stands, flight systems, and automated test runs in any format: CSV, ULOG, MCAP, TDMS, MDF, custom protocols. The pipeline that handled 10 megabytes a year at K2 Space now handles terabytes a day, on the same platform.

Sift user interface showing a report interface and highlighting an annotation on a time series plot with a user assignment and comment dialogue overlaid.

Compound what your best engineers know

Engineers annotate telemetry in-line and codify their judgment into rules every teammate can run. What your best engineer learned from a single anomaly becomes the team's new baseline, automatically applied across every test, every program, every review. Knowledge compounds with every run.

Sift is for those who build machines without limits

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Two Cities, 80 People, One Mission

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From intuition to institution: How the best hardware teams turn engineering judgment into compounding velocity

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How Sift built instant search across millions of sensors

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When Grafana dashboards stop being enough

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The data problem no one solved

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