Deep Insight

What Deep Insight does

Deep In Sight Co., Ltd. (딥인사이트) is a South Korea-based AI vision company founded in 2020 in Seongnam, specializing in on-device AI camera solutions for industrial and automotive applications. Its core technology integrates AI inference directly into camera hardware, enabling real-time video capture, analysis, and decision-making at the edge without cloud dependency. The company operates two primary solution lines: Mobility (CAMOSYS in-cabin monitoring combining Driver Monitoring System and Occupant Monitoring System, FRU Face Recognition Unit for secure vehicle access, and a Fleet Management System) and Digital Twin (DIMENVUE and DIMENVUE Pro portable 3D handheld LiDAR scanners with onboard AI for point cloud generation). Supporting these are 3D Scanning & Data Processing services. CAMOSYS holds Euro NCAP, NHTSA, A-SPICE, and ASIL compliance, and FRU meets UN R155 cybersecurity standards, evidencing automotive-grade qualification.

Name

Deep Insight

Legal name

Deep In Sight Co.,Ltd.

Website

https://dinsight.ai

Company type

Private

Founded year

2020

Operating status

Operating

Headcount range

11–50 employees

Short description

Deep In Sight builds on-device AI camera solutions for automotive in-cabin monitoring (CAMOSYS, FRU) and portable 3D LiDAR scanning (DIMENVUE), serving global OEMs, Tier-1 suppliers, and construction, medical, and defense clients.

Ownership category

akta.pro rank

Product category

Automotive Vision Systems

NAICS

Navigational, Measuring, Electromedical, and Control Instruments Manufacturing (33451), Navigational, Measuring, Electromedical, and Control Instruments Manufacturing (3345), Search, Detection, Navigation, Guidance, Aeronautical, and Nautical System and Instrument Manufacturing (334511)

SIC

Optical Instruments & Lenses (3827), Industrial Instruments For Measurement, Display, And Control (3823), Measuring & Controlling Devices, Nec (3829)

akta.pro primary industry

Real-Time Vision at the Edge (on-device CV/video) (HDAAAJAE)

akta.pro secondary industries

LiDAR & 3D Sensing Modules (HDAHALAG), Video Telematics, ADAS & AI Dashcams (TLAEAFAG), 3D Vision, Depth Sensing & Point Cloud Analytics (HDAAAEAK), Edge AI Hardware & NPUs (SoCs, modules, accelerators) (HDAAAJAC)

Keywords

• On-device AI cameras
• In-cabin monitoring systems
• Driver monitoring systems
• Portable 3D LiDAR scanners
• Automotive computer vision

Headquarters

HQ city

Seongnam

HQ country

South Korea

HQ region

Asia

Offices1 record

Markets served

GTM type

B2B

Offering type

Hardware or Manufacturing

Cost components

Personnel, Technology or R&D, Operations, Marketing or Sales, Supply Chain, Infrastructure

Revenue model

1. AI Camera Hardware Sales: Sale of AI-integrated camera modules including DMS/OMS solutions, 3D spatial scanners (DIMENVUE), and face recognition units to automotive manufacturers and industrial clients.
2. Software Licensing and Algorithm Solutions: Licensing of AI algorithms and software solutions for in-cabin monitoring, 3D sensing, and computer vision applications to Tier-1 suppliers and OEMs.
3. SI Services and Consulting: System integration services and customized solution development, including PoC projects and ongoing technical support for enterprise clients.
4. ORBBEC Product Distribution: As official Korean distributor of ORBBEC 3D cameras, generating revenue through resale of structured light, stereo vision, and iToF 3D depth cameras.

Go-to-market motion1 record

Distribution channels2 records

Marketing channels4 records

Core offering

Deep Insight develops and sells on-device AI camera hardware and embedded vision AI software for industrial environments. Its Mobility portfolio covers in-cabin monitoring (CAMOSYS combining DMS and OMS), Face Recognition Unit (FRU), and Fleet Management System (FMS) for automotive OEMs and Tier-1 suppliers. Its Digital Twin portfolio includes the DIMENVUE and DIMENVUE Pro portable 3D handheld LiDAR scanners and 3D scanning and data processing services for construction, architecture, smart city, and digital twin use cases. The company also distributes ORBBEC 3D cameras in Korea as an authorized channel partner.

Product overview

Deep Insight offers AI-powered 3D camera solutions organized into two main solution areas: Mobility and Digital Twin. The Mobility portfolio centers on CAMOSYS, an in-cabin monitoring system combining driver and occupant monitoring with on-device AI processing, supported by FRU (Face Recognition Unit) for secure vehicle access and Fleet Management System for fleet operations. The Digital Twin portfolio is anchored by DIMENVUE Pro and DIMENVUE, portable 3D LiDAR scanners that integrate LiDAR, RGB, and IMU sensors with onboard AI for real-time spatial data acquisition and processing, alongside 3D Scanning & Data Processing services. The company also distributes ORBBEC 3D camera products as an authorized Korean partner. All solutions emphasize on-device AI processing, eliminating cloud dependency for real-time analysis and decision-making.

Differentiator

Problem solved

Functional benefit

Brands

• DIMENVUE: AI-powered portable 3D spatial information scanner (handheld LiDAR) for digital twin construction in construction, architecture, and industrial applications.
• CAMOSYS
• FRU

Products and services

• CAMOSYS (In-Cabin Monitoring System) Integrated In-Cabin Monitoring System (ICMS) for vehicle interiors combining Driver Monitoring System (DMS) and Occupant Monitoring System (OMS). Performs AI computation directly inside the camera without cloud dependency, detecting drowsiness, fatigue, distraction, phone usage, seatbelt compliance, and other driver behaviors. Built with lightweight AI architecture optimized for integration with existing automotive SoC platforms. Fully compliant with Euro NCAP, NHTSA, and developed under A-SPICE/ASIL functional safety standards.
• FRU (Face Recognition Unit) Face recognition security solution for vehicles enabling driver/passenger authentication via facial recognition for door unlocking and personalized in-vehicle function control. Features real-time anti-spoofing, deep learning-based facial recognition, encrypted on-device storage, and 1.5–3 second authentication. Applied across global OEM electric vehicle models. Complies with European cybersecurity standards including UN R155.
• Fleet Management System (FMS) Intelligent fleet management solution combining facial recognition-based security with in-cabin monitoring. Enables access control and driving authorization through facial recognition, drowsy driving detection, unsafe behavior monitoring with real-time alerts, personalized driver settings, and operational data analysis for fleet optimization.
• DIMENVUE Pro Portable 3D Scanner Portable 3D spatial information scanner combining high-performance LiDAR, high-resolution RGB sensors with global shutter, and onboard AI software. Captures high-density Point Cloud Data in real-time for 3D blueprint generation in construction, civil engineering, and architecture applications. Features real-time object recognition, segmentation, and an intuitive touch-based interface with OLED display. Achieves ±1–2 cm accuracy.
• DIMENVUE (Next-Generation Portable 3D Handheld LiDAR) Next-generation portable 3D handheld LiDAR scanner with approximately ±1.5 cm precision and 360°×270° field of view. Supports all-in-one workflow for real-time on-site scanning, visualization, and data sharing. Designed for digital twin construction across construction, plant, and smart city sectors. Can scan up to 2,000 square meters within 30 minutes and automatically generate 3D models compatible with Unity and Unreal Engine.
• 3D Scanning and Data Processing Services Comprehensive 3D scanning and spatial data processing services including structured light technology for precise object measurement, LiDAR technology for broader spatial scanning, digital twin construction, AI-powered medical analysis, AR/VR spatial mapping, and precision quality inspection.
• ORBBEC 3D Camera Distribution (Astra, Gemini, Femto, Pulsar) Official Korean distribution and technology partnership for ORBBEC 3D cameras. Product line includes Astra series (structured light 3D depth cameras), Gemini series (stereo structured light cameras), Femto series (iToF 3D depth cameras), and Pulsar series (2D LiDAR). Products range from short-range scanning to long-range industrial applications with USB, Ethernet, and GMSL interface options.

Quantifiable outcome

• Over 99% recognition accuracy in driver monitoring even in nighttime and low-light conditions
• +3 more outcomes

Named customers4 records

Segments4 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability9 records

Feature6 records

Partnerships

Eleven partnerships are on record, tiered flagship, core and minor.

• ORIENTOM (오리엔텀)flagshipStrategic or Co-development Partner · 20 August 2025MOU for co-development of quantum AI technologies for defense applications based on 3D spatial data. Collaboration areas include battlefield simulation models integrating quantum and AI algorithms, 3D spatial data standardization for quantum computing, and joint platform development. ORIENTOM provides quantum algorithms and quantum finance technologies; Deep In Sight provides AI-driven optimization with 3D spatial data analytics.
• ContinentalcoreTechnology or Integration · 1 June 2025NDA signed with Continental, a major automotive technology company, for potential collaboration.
• Sangmyung University SW-Centered University Project GroupcoreStrategic or Co-development Partner · 22 August 2024MOU for joint education and talent cultivation focused on on-device AI technology commercialization. Includes R&D collaboration for on-device AI advancement and mutual support for AI expert network. Aims to nurture practical industry-ready talent while advancing AI technology.
• Infineon Technologies COINScoreStrategic or Co-development Partner · 1 August 2023First official Korean partner for Infineon's COINS (Co-Innovation Space) program. Provides technical assistance, product development collaboration, seminars, and networking exchanges. Deep In Sight utilizes Infineon's Time of Flight (ToF) sensors for AI-based 3D camera development.
• Mobase ElectronicscoreStrategic or Co-development Partner · 1 April 2023MOU for joint development of ICC/ICC-R integrated in-cabin monitoring systems. Collaboration includes algorithm and SDK development for integrated ICC (In-Cabin Camera) and ICC-R (rear-view monitoring) systems, hardware/software development, and sales support.
• M ElectronicscoreStrategic or Co-development PartnerGlobal automotive electronic components company. Collaboration on in-cabin monitoring system algorithm development for AI SoC integration. Part of CAMOSYS solution development ecosystem.
• D Heavy IndustriescoreStrategic or Co-development PartnerGlobal plant engineering company. Development of special vehicle front monitoring solutions and special vehicle face recognition solutions. Application of AI camera technology for industrial vehicle safety.
• H CorporationcoreStrategic or Co-development PartnerGlobal automotive parts manufacturer. Development of vehicle camera and algorithm solutions for exterior inspection applications.
• K CorporationcoreStrategic or Co-development PartnerGlobal Tier-1 automotive manufacturer leader. Development of driver monitoring solution specifically for mini buses.
• SSK University Tech StartupminorStrategic or Co-development PartnerCollaboration on development of portable 3D spatial information scanner 'DIMENVUE'.
• ORBBECcoreChannel Partner/ Reseller/ DistributorOfficial Korean distributor and technology partner of ORBBEC, a leading global vision systems company in 3D camera design and manufacturing. Deep In Sight actively supports research, development, and services to enhance customer experience for Korean market.

Scale indicators4 records

Recent moves6 records

Expansion highlights7 records

Direct peers

• Smart Eye: Swedish DMS/OMS specialist supplying automotive OEMs globally with driver monitoring software and embedded eye-tracking AI. Direct competitor to Deep In Sight's CAMOSYS in the in-cabin monitoring category with similar on-device AI architecture and Euro NCAP compliance focus.
• Seeing Machines: Australia/UK-based DMS and occupant monitoring company with automotive (F-150, GM), fleet and aviation deployments. Directly competes with Deep In Sight's CAMOSYS, FRU, and FMS offerings across OEM and fleet channels.
• Cipia Vision (now part of Mobileye): Israeli DMS specialist acquired by Mobileye/Intel, offering driver monitoring software for OEMs and Tier-1s. Comparable in-cabin monitoring technology stack with similar automotive compliance certifications and global OEM sales motion.
• FARO Technologies: US-based 3D measurement and imaging company producing handheld and stationary laser scanners for AEC, manufacturing, and digital twin use cases. Directly competes with DIMENVUE Pro in the construction/architecture 3D scanning market.
• GeoSLAM: UK-based provider of handheld and mobile 3D LiDAR scanning solutions for construction, mining, and digital twin applications. Comparable product category and handheld LiDAR + AI workflow to DIMENVUE Pro.

Regional players

• StradVision: Korean AI vision company providing ADAS perception and driver monitoring software to global OEMs and Tier-1s. Most relevant Korean direct competitor, also pursuing OEM design wins with AI camera technology.

Broad incumbents

• Bosch (Mobility Solutions): Global Tier-1 automotive supplier offering integrated DMS/OMS, interior sensing cameras, and full-stack ADAS. Represents both a competitive threat and a potential acquirer/integrator of Deep In Sight's technology.
• Leica Geosystems (Hexagon): Global leader in professional 3D laser scanning and measurement systems (BLK series, RTC360) under Hexagon. Competes with DIMENVUE in premium construction and digital twin scanning segments with established enterprise customer base.
• Valeo: French global Tier-1 with growing interior sensing portfolio including DMS cameras and in-cabin AI software. Competes with Deep In Sight for OEM interior sensing programs and represents a partnership/acquisition candidate.

Others

• Orbbec: Global 3D camera manufacturer (Astra, Gemini, Femto, Pulsar) partnered with Deep In Sight as its official Korean distributor. Related through shared 3D sensing technology stack and channel relationship, but not a direct competitor in Deep In Sight's target applications.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/deep-in-sight-co-ltd

Compliance4 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds9 records

Investors7 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Deep Insight