Accelerate every stage of the hardware lifecycle. Sift is the one platform that connects your data, codifies your criteria, and compounds it.
Bring signals, logs, and video from sensor to plot on one timeline with Sift-supported ingestion and visualization. Your engineers spend their hours on the hardware instead of the data pipeline.

“With so much riding on these machines, every engineer diverted to fixing our dated telemetry system feels like lost momentum. We needed a modern solution to help us move forward.”
Tom PraderioDirector of Engineering, Parallel Systems

Write your best engineer's limits and checks as rules the whole team runs. Evaluate every test against those rules, surface anomalies as each run completes, and trace each one to its root cause on one timeline. Carry what you learn into reusable checks for future tests, production, and operations.

“We analyzed the flight, crossed out branches of the fault tree, and isolated the issue. That just wouldn’t have been possible without Sift.”
Blair GagnonLead Hardware Engineer, CX2

Reuse validated test criteria as acceptance checks for every production unit. Evaluate each unit the moment its run completes and keep production moving at rate.

“Sift is critical in making operations seamless, automatically flagging out-of-bounds telemetry, and helping us close the design loop by using real-world data to improve.”
Neel KunjurCTO & Co-Founder, K2 Space

Everything comes together in the field. Run the same rules against live streams and historical runs. Turn field findings into new rules across your fleet, so your next generation of hardware starts with every rule the first generation produced.
Describe the workflow you need in plain language and build it with Sift Agents against your data, your rules, and the tools you already use. Pair with a Sift forward-deployed engineer for hands-on setup.
Start with Sift or your own agent in a hosted workspace that brings your assets, runs, channels, rules, annotations, Sift documentation, and connected tools into each investigation.
Build it yourself with an agent that understands your hardware.
Our engineers build the first one with you, then your team owns it.
One week. to One afternoon.
A post-test investigation that took Plantd a week now takes an afternoon.
Read Plantd’s story