Where AI sits in the driver's seat. Full data ingestion and processing powered by AI, with intuitive interaction through AI canvas, orchestration tools, and human-in-the-loop guardrails.
QuantumStream is built AI-first for automotive fleets. Unlike traditional systems that bolt AI onto existing architectures, we designed the entire platform around AI from day one—handling full data ingestion, processing, analysis, and orchestration autonomously while keeping humans in control.
AI processes every signal from your fleet—thousands of CAN bus signals, logs, diagnostics, and environmental data. No manual configuration. No selective sampling. Full visibility.
AI continuously monitors, detects anomalies, predicts failures, and identifies root causes—without human intervention. It learns from every incident and improves over time.
Work with your fleet data intuitively. Ask questions in natural language, generate visualizations, investigate issues, and navigate complex telemetry—all through conversational AI.
Out-of-the-box tools for automated workflows, OTA updates, service scheduling, and fleet-wide remediation. Take meaningful action at scale with approval workflows and human oversight.
Modern EVs generate 5,000-10,000 signals at 1-10ms intervals—billions of datapoints per vehicle per day. Streaming everything to the cloud costs $2,000-5,000 per vehicle annually. QuantumStream solves this with intelligent edge processing.
Edge agent monitors all signals locally, transmitting only when anomalies occur. Instead of continuous streaming, capture 5-15 minute event windows with full context.
Intelligent signal selection based on diagnostic value. High-frequency signals compressed where appropriate, critical signals preserved at full resolution.
Data volume reduced by 90-99% while maintaining diagnostic capability. Lower cloud costs, reduced cellular data usage, and decreased storage requirements.
Configure and manage vehicle telemetry without firmware updates. Sensor Studio provides a no-code interface for defining signals, setting capture rules, and adjusting monitoring parameters—all deployable over-the-air.
Define CAN signals, DBC mappings, and data types through visual interface. Add new signals or modify existing ones without touching vehicle firmware—deploy via OTA.
Set thresholds, patterns, and conditions that trigger data capture. Define what constitutes an "event" and what context to collect around it—adjust based on field learnings.
Balance diagnostic detail with bandwidth constraints. Configure per-signal sampling rates, compression levels, and transmission priorities—optimized for cellular networks.
Apply different monitoring profiles to vehicle segments. Beta fleets get full telemetry, production fleets get optimized capture, problem vehicles get enhanced monitoring.
QuantumStream integrates with existing automotive infrastructure and workflows, complementing rather than replacing your current tooling.
Detect cell imbalances, thermal anomalies, and degradation patterns weeks before failure. Schedule proactive battery service, preventing roadside breakdowns and warranty claims.
Correlate failures to component batches and suppliers. Identify defective parts affecting hundreds of vehicles within days instead of months, enabling targeted recalls.
Predict warranty claims before they occur. Proactive intervention reduces claim frequency by 15-25%, while faster diagnostics lower repair costs and improve customer satisfaction.
When customers report problems, retrieve complete diagnostic context automatically. Engineers see exactly what happened—no more "unable to replicate" service visits.
Real-world data informs next-generation designs. See how components perform in actual driving conditions, identify unexpected usage patterns, and validate engineering assumptions.
Monitor safety-critical systems continuously. Rapid response to potential safety issues with data-driven evidence for regulatory agencies and internal safety reviews.
QuantumStream has been deployed on thousands of electric vehicles in production. The platform processes billions of telemetry signals daily, enabling manufacturers to reduce costs, prevent failures, and operate with confidence.
The AI-native architecture means the system improves continuously—learning from every vehicle, every incident, and every interaction. What starts as good intelligence becomes exceptional intelligence over time.
Estimate annual impact based on production fleet data
See how QuantumStream's AI-first architecture can transform your automotive operations. From full data ingestion to intuitive AI interaction and automated orchestration—all with human-in-the-loop control.
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