Transportation
Reach root cause across the fleet in hours, minimize downtime, and move faster.
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SIFT for AUTONOMOUS VEHICLES
Root cause surfaces across your fleet of vehicles
Bring camera, radar, GPS, and CAN telemetry into one timeline, then compare runs side by side at sub-second precision. Faults that used to hide in per-vehicle logs surface as fleet-wide patterns, so the next fix lands before the next test cycle.
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One platform, from your first prototype to your global fleet
01
Develop
Validate perception, localization, and planning against sensor logs at the rate they were recorded.
Trace anomalies across drive-by-wire, perception, and control.
Iterate on the autonomy stack with insight from every run.
02
Validate
Run automated checks across HIL, closed-course, and on-road tests.
Compare runs side by side to catch regressions at sub-second precision.
Track every vehicle, config, and test result with full traceability.
03
Operate
Monitor the fleet in real time across vehicles and sites.
Surface off-nominal behavior the moment it appears, using rules your team writes.
Compile regulatory evidence across jurisdictions as you scale.
Visualize. Validate. Operate. Evolve.
Sift replaces siloed tools and ad hoc dashboards with a mission-grade observability platform for autonomous vehicles.
Your team ingests any autonomy telemetry, at the rate it was recorded
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real customer achievements
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Autonomous freight validates in weeks, on 85% less infrastructure cost.
Parallel Systems runs autonomous, battery-electric freight on live rail corridors with Sift. Infrastructure cost dropped 85%, reporting is automated, and test cycles that once took months now run in weeks, with regulatory evidence compiled across three jurisdictions.
