Fleet AI OSPredictive monitoring in operation

Accidents can be predicted before they happen.

Fleet AI OS is a predictive safety operating system for electric and purpose-built vehicle fleets. Proven over 4.5 million accident-free kilometers.

Fleet operations for Hyundai Motor & Kia Minister of Land, Infrastructure and Transport Award Korea Regulatory Sandbox approval 100% KTCC-certified fire-anomaly detection
4.5M kmAccident-free driving
145Vehicles in operation
100%KTCC-certified fire-anomaly detection
50+Partner & client network
About CAMVER

We didn't start as a software company. We ran the fleet ourselves.

CAMVER began by operating its own fleet of electric and purpose-built vehicles. Managing 145 vehicles across 4.5 million kilometers over six years, we ran into the limits of conventional fleet systems every day: they tracked location and raised alarms only after something had already gone wrong.

Fleet AI OS was built to close that gap. Every model, every threshold, and every interface decision comes from six years of real operational experience — not from a laboratory. Today CAMVER delivers that intelligence as a cloud platform for organizations responsible for mobility safety.

CAMVER Inc. · Founded December 2019 · Seoul, Republic of Korea

CAMVER fleetCAMVER-operated EV & PBV fleet
2019
Founded in Seoul
2022
Minister of Land, Infrastructure and Transport Award
2024
Technology certification acquired
2025
Korea Regulatory Sandbox approval
2026
Fleet AI OS launched
Product

One platform. From data to decision to action.

01 — COLLECT

Every signal, straight from the vehicle

A plug-in OBD2 telematics device streams vehicle-bus and GNSS data over LTE, alongside onboard IoT sensors and in-vehicle cameras.

Fleet AI OS devicePlug-in OBD2 telematics device
02 — PREDICT

One behavioral model, not isolated readings

Our proprietary AI engine interprets twelve synchronized sensor channels as one behavioral model, detecting the subtle deviations that precede failures such as battery thermal runaway.

Fleet AI OS dashboardFleet AI OS — risk monitor
03 — ACT

Prediction that ends in intervention

Everything becomes a single 0–100 Fleet Risk Index. Automated alerts fire above 70; above 85 the vehicle is flagged at the highest severity for immediate response — hazard judgment in 0.18 seconds.

FLEET AI OS / RISK MONITOR
Fleet Risk Index — Vehicle EV-0417
87/100
0
70 · Alert
85 · Critical
Threshold 70Automated alert dispatched
Threshold 85Highest severity · immediate response

Operators should make decisions, not interpret data.

Instead of hundreds of raw parameters across multiple screens, Fleet AI OS presents one intuitive 0–100 index with color-coded severity — so a small team can supervise hundreds of vehicles at a glance.

Solutions

One system across every fleet that carries people.

From corporate welfare vehicles to public service fleets, Fleet AI OS applies the same predictive safety layer wherever mobility operations need to be accountable.

01

Corporate Welfare Mobility

Integrated management of employee welfare vehicles — reservations, customer service, and maintenance in one system.

02

Public & Industrial Mobility

Standardized operation of worker shelters, public PBVs, and special-purpose vehicles.

03

Leisure PBV Sharing

Idle purpose-built vehicles turned into safely shareable, monitored assets.

04

Cultural Innovation Service

Human experience converted into data, then into a safer mobility experience.

05

Smart Station

Garage, car wash, charging, inspection, and supply management — fully digitized.

06

Location-Based Content

Campsites, attractions, and local content connected through mobility data.

Innovation

From responding to accidents — to preventing them.

Predictive Safety Engine

Multi-layered AI models, combined with AI vision cross-verification of flame, smoke, and abnormal motion, learn each vehicle's evolving behavior — achieving 100% KTCC-certified fire-anomaly accuracy with a 0.18-second hazard judgment time and 99.925% platform uptime.

Operational Knowledge Moat

The engine learns from fleets CAMVER operates itself: 145 vehicles, 4.5 million accident-free kilometers, 90,000 users, and 30,000 trips over six years — intelligence no laboratory dataset can reproduce.

Predict-to-Action

Prediction, decision support, automated alerts, and remote vehicle control in one workflow — 0.81-second actuation response at 99.94% accuracy.

Fire-anomaly detection accuracy100% (KTCC-certified)
Hazard judgment time0.18 seconds
Remote-control response0.81 seconds
Remote actuation accuracy99.94%
Platform uptime99.925%
Platform error rate0%
Recognition

Recognized by industry, government, and partners.

Commercial fleet operations with
Hyundai Motor
Kia
Hyundai Engineering
Hyundai Glovis
Award
Minister of Land, Infrastructure and Transport Award
2022 · Outstanding company, national startup program
Award
Kia PV5 Idea Competition — Excellence Award
2025 · Fire-prediction AI for EV leisure PBVs
Enterprise
Fleet operations for four Hyundai Motor Group affiliates
Hyundai Motor · Kia · Hyundai Engineering · Hyundai Glovis
Regulatory
Korea Regulatory Sandbox approval No. 703
2025 · Ministry of Trade, Industry and Energy
Certification
KTCC test report — 100% fire-anomaly detection accuracy
No. KTCC-R-2025-0169 · Dec 2025
IP
13 patents — 5 registered, 8 pending
EV and PBV-specialized safety-control algorithms
Proven
Commercial pilots — 45% fewer safety events
18% higher utilization · 20% lower maintenance cost
Network
50+ partners and clients
Nationwide operating network
Press

CAMVER in the news.

Published by

The same launch press release was published on the following six U.S. news sites.

Team

Operators first, engineers always.

Youngshin Kim
Founder & CEO

Over 20 years in IT platform development and mobility business, with 500+ applications and platforms brought to market. Led CAMVER's fleet operations, AI safety-control system design, and regulatory sandbox program. M.A., Hongik University.

Head of Development
10+ years in IT, AI services and big-data platforms
Director, Planning & Engineering
15+ years in software development and data platform design
Director, Business Development
12+ years in enterprise sales and partnerships
Head of Fleet Operations
5+ years in mobility fleet operations
AI Research (hiring)
AI engineers joining in 2026 to advance Fleet AI OS

A team of 8, with 3 AI engineers joining in 2026.

Contact

Let's make your fleet predictable.

Tell us about your fleet and we'll show you what Fleet AI OS sees before an incident happens.

CAMVER Inc.
Seoul, Republic of Korea
camver2020@naver.com

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