Store, analyze, and action your telemetry and more, all in one platform.
Infrastructure
Store and query high-rate telemetry at any scale, with capacity that grows alongside your fleet.
Visualize & analyze
Open any signal at full fidelity, compare runs, and trace faults to root cause the same day.
Collaboration & consolidation
Bring every test, simulation, and deployment into one source of truth your whole team works from.
Store and query high-rate telemetry at any scale.
Build on infrastructure made for high-rate, high-cardinality telemetry, the rapidly shifting mix of sensor channels that complex machines produce. Capacity grows with your fleet, so adding sensors, test stands, or vehicles keeps every query fast.
See all of your telemetry in one place.
Relying on multiple apps isn’t just inconvenient. Each app in the stack drops context and slows the test loop. One platform takes your telemetry from signal to decision in the same afternoon.
Grow your fleet, keep operations simple.
Store and query high-cardinality telemetry an order of magnitude more efficiently than general-purpose databases, so a full constellation of assets stays as responsive as a single test stand.
Detect patterns as they unfold.
Evaluate telemetry across ongoing windows to measure change, surface drift, and trigger alerts the moment behavior shifts.
Find any signal in under a second, at petabyte scale.
Index every channel with rich metadata and sub-second timestamps, so any signal across petabytes stays searchable and retrievable in under a second.
See every signal in full resolution.
Open any signal, threshold, or anomaly at full fidelity, live as it streams or anywhere across its history.
Build any view of your machine
Visualize and organize your data as your team actually consumes it. Lay out hundreds of channels across time series, scatter, and other panel types, then group and arrange them to match how your team reads the system. Configure each panel once and reuse it across every run.
Compare every test run against the ones before it
Pull data from multiple assets, test runs, or whole test campaigns into a single view and overlay today’s run on last month’s to see exactly what changed. Build statistical models that set thresholds and bounds, then watch them adapt as the hardware matures.
Root cause issues in hours, not days
Find an anomaly automatically and trace to its root cause the same afternoon. Explore audio, video, logs, and time series together in one no-code workspace, marking anomalies and events on the timeline so the context always follows the data. Sync and live mode lock every panel and every engineer to the same instant, so you isolate the cause while the test is still fresh.
Sift features
Ship faster with Sift
Explore
Open any signal at full resolution and review audio, video, logs, and time series together in one no-code workspace.
Rules
Define asset, channel, and expression logic with rolling-window functions to flag out-of-bounds telemetry automatically.
Annotations
Mark up signals and events inline and assign follow-up to specific teammates so context and ownership travels with the data through every review.
Links
Share your exact view, the precise signal, scale, time window, and annotations, with anyone in one link.
Reports
Aggregate results against requirements and generate audit-ready compliance reports in one click.
Live alerts + Webhooks
Trigger alerts the moment behavior shifts and push every event to the tools your team already runs.
Family Data
Group related runs, set a statistical baseline once, and review every new run against it as dynamic thresholds stay current.
Attribute-based access control
Grant access to specific telemetry by attribute, so the right people see the right data and sensitive programs stay protected.
Every program runs on one source of truth.
Bring every test bench, simulation, and field deployment into one timeline. Engineers compare runs, codify what they learn, and carry that context from first prototype through full production. The judgment your best engineer captures once becomes the baseline every teammate runs next.
Share your exact view in one link.
Send teammates the precise signal, scale, and time window you are looking at, with every annotation intact. The whole team works from one shared view, context fully preserved.
Turn manual review into one structured workflow.
Centralize every review and its underlying telemetry in one place, structured for reuse. Each stage of development moves faster as checks compound run after run.
Generate compliance reports in one click.
Aggregate test results against requirements and produce audit-ready reports automatically. Traceability stays intact across every review, so certification moves faster.
One control plane for security and collaboration.
Give every team access to the same telemetry under one set of policies, fully secured. Fine-grained controls keep collaboration open and sensitive programs protected.
Deploy where your security demands.
Deploy on-prem, in private cloud, or in GovCloud to match your security and compliance needs. Air-gapped and low-bandwidth environments stay fully supported.
Meet the standards your programs answer to.
Define fine-grained policies for who can act on which telemetry. Audit every access event to satisfy CMMC2, FedRAMP, NIST, ITAR, and SOC 2 requirements.
Share across teams and partners, files stay in place.
Grant internal and external collaborators access to live telemetry while every file stays in place. Policies and audit logs keep each handoff simple and traceable.
.svg)
.svg)
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.
We'll have a data review with the team where we all look at all of the results, typically pulling the most interesting snippets from different tests to tell the story of whatever we're trying to analyze.
We'll have a data review with the team where we all look at all of the results, typically pulling the most interesting snippets from different tests to tell the story of whatever we're trying to analyze.
The Exploration Company’s teams sit across France, Germany, Italy, the US, and the UAE. With Sift’s attribute-based access controls and flexible deployment models, TEC stores and shares data with peace of mind.
Sift hasn’t helped our workflow. It’s enabled it.
Blair Gagnon, Engineer
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 Kunjur, CTO and Co-Founder
We’ll have a data review with the team where we all look at all of the results, typically pulling the most interesting snippets from different tests to tell the story of whatever we’re trying to analyze.
Blair
Finally — a real telemetry stack.
R. Chen
Best engineering decision we made last year.
L. Singh
