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Next-Gen AI Platform

Fleet Intelligence for Connected Devices

Transform overwhelming telemetry into predictive intelligence.
Prevent failures before they happen.

Unlock Hidden Data Value
Prevent Costly Failures
Instant AI Diagnostics

Business Value

Real impact across automotive, data centers, and critical infrastructure

Unlock Hidden Data Value
Transform untapped operational data into actionable intelligence
Predictive Detection
Catch issues before they cascade
Automated Diagnostics
Root cause in minutes, not hours
Operational Cost Reduction
25-40% savings on maintenance and support

Dollar Savings Across Industries

Automotive

Typical Vehicle Cost: $30,000-80,000
$650-2,200 annual savings per vehicle
0.8-3.0% of vehicle cost saved annually
Telemetry Savings $200-500
Failure Prevention $250-900
Warranty & Service $75-400
Engineering Time $125-400

Data Centers

AI Rack Cost: $100,000-500,000
$4,000-10,000 annual savings per AI rack (30-60+ kW)
2-6% of annual power+ops costs saved
Monitoring Consolidation $1,000-2,400
Downtime Risk Reduction $1,200-3,600
Energy Optimization $1,200-3,000
OpEx Reduction $600-1,000

Defense & Critical Fleet

Typical Asset Cost: $500,000-5M+
$6,000-20,000 annual savings per asset
0.3-1.0% of asset cost saved annually
Data Security & Transfer $1,000-3,000
Mission Readiness $2,000-6,000
Maintenance Planning $2,000-8,000
Logistics Efficiency $1,000-3,000

Strategic Benefits

Data-Driven Revenue Opportunities

Monetize fleet intelligence through premium services. Create new revenue streams from predictive insights, performance analytics, and proactive maintenance offerings.

Product Differentiation

Reliability becomes a competitive advantage. Differentiate with predictive capabilities and self-diagnosing technology.

Faster Development Cycles

Real-world data insights accelerate product development. Make data-driven decisions based on actual field performance.

Customer Experience

Proactive service drives loyalty. Address issues before customers experience them, improving satisfaction and retention.

Value Across Industries

Transform untapped operational data into business value. Prevent failures, accelerate diagnostics, and drive operational efficiency across connected device operations—from automotive to data centers to defense systems.

The Hidden Challenge

Your Fleet Data Is a Goldmine.
But 99% of It Is Lost.

CLOUD COST BARRIER ~1% reaches cloud
5K-10K
signals per device
at 1-10ms intervals
2-3B
datapoints per day
per device
$500K-$2M
annual cloud cost
for 1,000 devices

Why Companies Can't Use Their Data

Financially Impossible

Streaming all signals bankrupts the business model

Technically Complex

Requires specialized telemetry + timeseries expertise

Requires Expert Army

2-4 hours of manual analysis per incident

Result: 99% of Operational Data is Lost
Lost
~80 signals
99% discarded 1% collected

The Cost of Operating Blind

Reactive Operations

Learn about failures from customer complaints, not data

Slow Diagnostics

Hours hunting through logs while issues spread

Hidden Issues

Supplier defects take 6-8 weeks to identify

Costs Explode

Infrastructure costs scale linearly with fleet growth

The Critical Insight

You don't need all the data. You need the right 1-5%.

When failures happen, they require the event window — the specific minutes before, during, and after something goes wrong. Capture that, and you reduce volume by 90-99% while keeping 100% of the intelligence.

Our Solution

Real-Time Fleet Monitoring

Monitor your entire fleet in real time. The dashboard shows you fleet health, active incidents, at-risk vehicles, and key metrics in under 3 seconds. No clicking through multiple screens to understand what's happening.

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AI Analyzer

Autonomous AI that continuously investigates, analyzes, and detects issues across your entire fleet. With access to all telemetry data, logs, and historical patterns, it recommends solutions and identifies root causes before they escalate. Ask questions in plain English or let it proactively surface insights you didn't know to look for.

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Edge Intelligence & Event-First Architecture

Our edge software runs on each device and monitors critical signals locally. It only sends data to the cloud when something interesting happens. This cuts telemetry costs by 90-99% while reducing latency from minutes to seconds.

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AI-Powered Predictive Maintenance

Machine learning models score risk for each device continuously with 88% accuracy. They predict failures 30 minutes to 48 hours before they happen. Unexpected breakdowns become scheduled maintenance. This approach cuts warranty costs by 33%.

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AI-Powered Root Cause Analysis

When something fails, the system automatically generates a causal graph showing what led to the failure. It gets the root cause right 84% of the time on the first guess. This cuts mean time to resolution from 3.2 hours to 1.8 hours.

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End-to-End Enterprise Integration

Each device links back to its supplier components, manufacturing batch, production date, and assembly location. When incidents correlate to a specific batch or supplier, you know 6-8 weeks earlier than usual.

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Action Hub

Centralized command center for fleet operations. Automate workflows, schedule OTA updates, manage service appointments, and execute targeted remediation at scale. Turn insights into action with approval workflows, automation rules, and human-in-the-loop oversight.

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Built for Scale

Reference numbers for easy ROI comprehension - proven at millions of devices with minimal cost scaling

Reference Point

Reference Deployment Model

1,000
Vehicles
$1,425
Avg Savings per Vehicle
Numbers based on 1,000-vehicle deployment for easy ROI comprehension and comparison across different fleet sizes
Linear Cost, Exponential Scale
Production Scale

Proven at Enterprise Scale

Millions
Devices
10+ PB
Daily Processing
Already proven with hundreds of thousands to millions of devices processing tens of petabytes daily. Flexible architecture supports cloud, on-prem, or hybrid deployments

Billions of Rows Daily

Process and analyze billions of telemetry records per day with sub-second query performance

Cost-Efficient at Scale

Edge processing keeps cloud costs linear while data volume grows exponentially

Proven Architecture

Battle-tested infrastructure from real-world deployments, ready for enterprise scale

How It Works

Industry Applications

Proven in automotive, designed for any connected fleet operation

Proven Here

Automotive

Where we started and proved the platform. We've demonstrated 90-99% cost reduction and 80%+ failure prevention across thousands of vehicles. Automotive taught us how to handle high-volume telemetry, edge processing, and predictive maintenance at scale.

Active Focus

Data Centers

Monitor thousands of servers and predict hardware failures before they cause outages. Process telemetry at the edge to reduce cloud costs while catching problems early.

Active Focus

Defense & Critical Fleet

Mission-critical systems monitoring for defense applications and essential infrastructure. Enhanced reliability, operational readiness, and predictive maintenance for systems where failure is not an option.

Future Roadmap

Manufacturing and Robotics

Track production equipment, assembly line robots, and automation systems. Predict failures before they stop production. Link incidents back to component batches and suppliers.

Future Roadmap

Smart Home

Manage HVAC systems, security devices, and appliances across thousands of homes. Predict when a thermostat or sensor will fail. Schedule maintenance before customers notice problems.

Future Roadmap

Wearables & Health

Medical wearables and health monitoring device fleets. Real-time anomaly detection, device performance tracking, and predictive alerts for patient safety. Ensure reliability of critical health monitoring equipment with continuous intelligence and failure prevention.

Partners & Programs

Supported by leading technology innovation programs