What Mobigen does

Mobigen (모비젠, mobigen Co., Ltd.) is a South Korean AI Native Data Platform company founded on March 21, 2000, headquartered in the Pangyo Infinity Tower complex in Seongnam-si, Gyeonggi-do. Since August 2023 it has operated as a subsidiary (계열사) of SureSoftTech (슈어소프트테크). The company sells the Graphio platform, an end-to-end data and AI platform organized in three integrated pillars: Graphio AI (Ontology, Prebuilt Agents including DocGen/Jarvis and NL2SQL/다답, Agent Portal, AgentOps), Graphio Data (Data Catalog, VDAP, ETL, IRIS Database, Hadoop distribution, Playground analysis IDE), and Graphio Network (DCM for IT operations, PNMS for LTE-R/LTE-M/Private 5G, SDN Orchestrator and Controller, Probe family for LTE/5G/VoLTE). The platform's proprietary Dynamic Ontology (다이나믹 온톨로지) technology structures data semantics and relationships into knowledge graphs and combines Vector, Structured, and Graph RAG under ontology control to enable verifiable, hallucination-free AI inference in closed-network environments.

The company serves mission-critical deployments in four vertical sectors: Defense (Ministry of National Defense, Defense Integrated Data Center, Defense Acquisition Program Administration, Hanwha Systems, LIG Nex1), Energy & Plant/EPC, Telecommunications & Network Operations (SK Telecom, Bharti Airtel, KT), and Public Sector (Ministry of Government Legislation, Korea Environmental Corporation, Korea Infrastructure Safety Corporation, Seoul Metropolitan Government, Gyeonggi Province). It claims over 2,000 customers including government agencies and major Korean conglomerates (SK hynix, SK, Samsung Electronics, Samsung SDS, Hyundai, IBK). Mobigen monetizes through quote-based enterprise software subscriptions, technical support, and professional services, with no publicly listed pricing. Sales is consultative and direct, supported by inquiry forms, industry-specific solution pages, case studies, and industry events. Notable technical milestones include 7 years of incident-free IRIS EDB operation at SK Telecom (3 Peta, 10 trillion records), 100+ probe deployments processing 2,000 billion records/day in Korean telecom, 80 Gbps D-Probe throughput, and GS Certification Grade 1 for IRIS EDB — the first big data database in Korea to receive this certification.

Name

Mobigen

Legal name

(주)모비젠 (mobigen Co., Ltd.)

Website

https://mobigen.com

Company type

Private

Founded year

2000

Operating status

Operating

Headcount range

101–250 employees

Short description

Mobigen is a South Korean AI Native Data Platform company selling the Graphio platform — built on proprietary Dynamic Ontology technology — to 2,000+ government and enterprise customers across Defense, Energy/Plant, Telecom, and Public Sector verticals.

Ownership category

akta.pro rank

Product category

Enterprise AI Data Platform Software

NAICS

Computer Systems Design and Related Services (5415), Computer Systems Design and Related Services (54151)

SIC

Services-Computer Programming, Data Processing, Etc. (7370), Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)

akta.pro secondary industries

Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs) (HDAEANAH), Data Platform (Unified Data & Analytics) Suites (HDAEABAD), Data Governance Platforms (Policies, Stewardship, Workflows) (HDAEADAB), AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC)

Keywords

• Enterprise data platform
• Ontology-based AI
• AIOps solutions
• Network monitoring software
• Distributed database software

Headquarters

HQ city

Songpadong

HQ country

South Korea

HQ region

Asia

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure, Others

Revenue model

1. Software Platform Licenses and Subscriptions: Enterprise software platform sales including Graphio AI, Graphio Data, and Graphio Network product lines. Products are offered as enterprise solutions with implementation and technical support services.
2. Technical Support and Professional Services: Technical support services, implementation consulting, and customization services for enterprise deployments. Contact form-based inquiry process suggests custom engagement pricing.
3. Cloud/SaaS-based Data and AI Analytics: Cloud and SaaS-based big data and AI analytics services provided on the Graphio platform for enterprise customers.

Pricing tiers

Go-to-market motion2 records

Distribution channels3 records

Marketing channels5 records

Core offering

Mobigen develops and sells the Graphio AI Native Data Platform, an end-to-end enterprise software stack that connects data from the moment it is generated through to AI execution. The platform combines Graphio AI (dynamic ontology knowledge graph, hybrid RAG, prebuilt AI agents, agent portal, agent lifecycle management), Graphio Data (data catalog, virtualization, ETL, distributed database, Hadoop, analysis IDE), and Graphio Network (AIOps, network management for LTE-R/LTE-M/Private 5G, SDN, LTE/5G packet probes), delivered as solution packages tailored to Defense, Energy & Plant, Telecom, and Public Sector verticals.

Product overview

Mobigen (주)모비젠 is an AI Native Data Platform company offering the Graphio platform, a unified end-to-end data and AI platform spanning from data generation/collection to AI execution. The platform operates across three integrated pillars: (1) Graphio AI — the AI execution layer with Ontology (dynamic ontology engine for hybrid RAG and knowledge graphs), Prebuilt Agents (DocGen/Jarvis for document generation, NL2SQL/다답 for natural language database queries), Agent Portal (unified AI work environment), and AgentOps (agent lifecycle management); (2) Graphio Data — the data integration layer with Data Catalog (AI-Ready Data pipeline), VDAP (data virtualization and visualization), ETL (data collection/transformation/loading), Database (distributed RDBMS), Hadoop (enterprise Hadoop), and Playground (analysis IDE with RStudio/Zeppelin/Jupyter); and (3) Graphio Network — the collection/monitoring layer with DCM (AI-powered IT operations), PNMS (network management for LTE-R/LTE-M/이음5G), SDN (software-defined networking orchestration and control), and Probe (packet probes for LTE/5G including S/D/V-Probe variants). Industry-specific solutions include Graphio for Defense, Graphio for EPC, Graphio for AIOps, and Graphio for Gov. The platform's core differentiation is Dynamic Ontology technology, which structures data semantics and relationships into knowledge graphs to enable hallucination-free, verifiable AI inference across mission-critical domains.

Differentiator

Problem solved

Functional benefit

Brands

• Graphio: AI Native Data Platform — ontology-based generative AI platform that connects data from the moment it is generated to the moment AI is executed. Covers Graphio AI, Graphio Data, and Graphio Network product lines.
• IRIS Database
• IRIS Hadoop
• IRIS ETL
• IRIS Playground
• OneVision PNMS

Products and services

• Graphio AI AI execution layer of the Graphio platform, enabling AI analysis, modeling, and automation through AI Agent operations. Includes Prebuilt Agents (DocGen, NL2SQL), Agent Portal for unified AI work environment, and AgentOps for full agent lifecycle management, intended for enterprise customers seeking AI-driven decision support and workflow automation.
• Graphio Ontology (IRIS Ontology) AI knowledge layer that assigns meaning and relationships to data, structuring enterprise data semantics and relationships into a knowledge graph. Supports hybrid RAG (vector + structured + graph search) for hallucination-free, verifiable AI inference. Targeted at enterprises building ontology-grounded AI applications.
• Graphio Database (IRIS Database / IRIS EDB) Distributed RDBMS for real-time, reliable processing of large-scale data, handling 10M+ records/sec per cluster and 10T+ records of storage. Supports ANSI SQL92 subset, in-memory/disk hybrid architecture, spatial data processing, full-text search, and zero-downtime scale-out. Targeted at enterprises and government agencies requiring high-volume transactional and analytical data infrastructure.
• Graphio Data Catalog (IRIS Data Catalog) Connects data distributed across databases, file storage, business systems, and documents, structuring it for AI consumption. Provides data integration management, data structure management, and ontology linkage to build AI-Ready Data pipelines. Targeted at enterprises standardizing scattered data assets for AI consumption.
• Graphio VDAP (IRIS VDAP) Data virtualization-based data integration, analysis, and visualization platform connecting heterogeneous data sources for unified views. Includes Discovery, Analyzer, Studio, and Map Analyzer components for exploration, dashboard authoring, and spatial data analysis. Targeted at enterprises needing unified analytical views across heterogeneous data sources.
• Graphio ETL (IRIS ETL) Collects, extracts, transforms, and loads structured, semi-structured, and unstructured data from external systems into big data storage (IRIS Database, Hadoop). Features EDA-based processing framework, GUI-based preprocessing, and scale-out distributed architecture. Targeted at enterprises building large-scale data ingestion pipelines.
• Graphio Hadoop (IRIS Hadoop) Open-source Hadoop distribution optimized and packaged for enterprise use, providing integrated interfaces for analysts (Hue), cluster administrators (Ambari), and system operators, with integrated analysis modules (OpenTSDB, RStudio) and monitoring. Targeted at enterprises running on-premises big data Hadoop clusters.
• Graphio Playground (IRIS Playground) Open-source analysis IDE platform embedding RStudio, Zeppelin, and Jupyter on a high-performance cluster, providing per-user isolated analysis environments, GPU resource allocation, and analysis result sharing. Targeted at data science and analyst teams in enterprises.
• Graphio Network Data collection and monitoring pillar of the Graphio platform, covering network, data center, and cloud environments with real-time data collection and operational monitoring through DCM, PNMS, SDN, and Probe product lines. Targeted at telecom operators and large enterprises with complex infrastructure.
• Graphio DCM Intelligent integrated IT operations solution applying big-data-based AI data analysis and predictive models. Provides AI-powered fault prediction, root cause analysis, container-based big data platform, and integrated monitoring of virtualized cloud environments (Kubernetes, OpenShift, VMware, OpenStack). Targeted at enterprises running large-scale data center and cloud infrastructure.
• Graphio PNMS Network management system providing 24/7 integrated control of configuration, faults, and performance for LTE-R (railway), LTE-M (maritime), and Private 5G (이음5G) networks with real-time alarm generation, SMS escalation, and multi-tenant support. Targeted at telecom operators and railway/maritime network owners (e.g., Gimpo Urban Railway, Seoul Metro Hanam Line).
• Graphio SDN Software Defined Network platform providing real-time policy-based orchestration and complete lifecycle management for physical, virtual, and cloud-native network functions. Composed of SDN Orchestrator (multi-domain integration management) and SDN Controller (standard-based heterogeneous network control with open APIs). Targeted at telecom operators and enterprises managing multi-vendor networks.
• Graphio Probe (S/D/V-Probe) High-speed packet probe solution for LTE/5G mobile networks, providing real-time packet collection and subscriber-level processing for AI-ready user experience data. Includes S-Probe (Control Plane), D-Probe (User Plane, 80 Gbps throughput), and V-Probe (VoLTE voice analysis). Targeted at telecom operators (domestic and international) and large mobile network operators.
• Graphio Prebuilt Agent Immediately usable pre-built AI agents based on validated business scenarios, including DocGen (Jarvis) for enterprise document generation and NL2SQL (다답) for natural language database queries. Enables instant deployment without development. Targeted at enterprises seeking immediate AI productivity gains for document and data analysis workflows.
• Graphio for Defense Closed-network capable AI platform for mission-critical defense operations, connecting reconnaissance, identification, meteorological, and asset data through dynamic ontology. Supports intelligent decision support, weapons system diagnostics, predictive maintenance (CBM+), parts demand forecasting, and closed-network AI operations. Targeted at national defense ministries, defense agencies, and defense contractors (e.g., Defense Integrated Data Center, Hanwha Systems, LIG Nex1).
• Graphio for EPC Plant and engineering-specific AI platform connecting design documents, specifications, and environmental regulations across construction phases. Solutions include drawing/regulation knowledge search, engineering document auto-generation, project risk/schedule prediction, and plant asset predictive maintenance. Targeted at engineering, procurement, and construction firms and plant operators (e.g., KEPCO, KOGAS, KHNP).
• Graphio for AIOps Closed-network AIOps solution for infrastructure fault response, connecting alarms, logs, metrics, and configuration information via ontology-based relationship network. Automates the judgment bottleneck between detection and action, from mail alarm receipt to JIRA incident report documentation. Targeted at telecom operators and large enterprises with internal IDC/network infrastructure.
• Graphio for Gov. Public sector-specific AI platform connecting scattered public data through ontology, implementing hallucination-free, verifiable AI for citizens using guardrails, performance evaluation metrics, and Human-in-the-Loop (HITL) workflows, powered by domestic LLMs (K-EXAONE) in closed-network environments. Targeted at government agencies and public institutions (e.g., 법제처, Korea Environmental Corporation, National Assembly Legislation, Fire Department).

Quantifiable outcome

• 98%+ search accuracy for world legal information search (법제처)
• +5 more outcomes

Named customers10 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

Integration8 records

AI capability15 records

Feature8 records

Scale indicators8 records

Recent moves7 records

Expansion highlights5 records

Direct peers

• C3.ai: C3.ai sells enterprise AI applications and an agent platform to large industrial, defense and government customers; comparable to Mobigen's vertical AI suites (Defense, EPC, AIOps, Gov.) and Prebuilt Agent model.
• Palantir Technologies: Palantir's Foundry and Gotham platforms deliver ontology-driven data integration and AI applications for defense, intelligence and large enterprises — directly comparable to Mobigen's Dynamic Ontology and Graphio for Defense / Graphio for Gov. positioning.
• Databricks: Databricks provides a unified data lakehouse plus Mosaic AI for building enterprise AI agents on governed data — the closest Western analog to Mobigen's Graphio Data + Graphio AI (ontology, data catalog, ETL, agents) platform story.
• Informatica: Informatica's data catalog, data governance and data integration suite maps closely to Mobigen's Graphio Data Catalog, VDAP and ETL modules for building AI-ready data foundations.

Broad incumbents

• Snowflake: Snowflake is a cloud data platform with growing AI/agent capabilities (Cortex, Native Apps) that competes with Graphio Data for enterprise data + AI workloads, though it does not focus on ontology-driven closed-network deployments.
• Splunk (Cisco): Splunk's observability and AIOps products (now under Cisco) overlap with Mobigen's Graphio DCM (AI-powered IT ops) and Graphio Probe (packet/network monitoring) for telecom and large enterprise infrastructure.
• Cloudera: Cloudera provides enterprise data lakehouse and hybrid cloud data platforms — comparable to Mobigen's IRIS Hadoop, IRIS EDB and VDAP stack for big-data integration and analytics in regulated environments.
• Oracle: Oracle competes in the same enterprise database and AI/data platform category as Mobigen's IRIS EDB and Graphio Data, with broad industry coverage but less specialization in ontology-based closed-network AI.

Regional players

• Samsung SDS: Samsung SDS is a leading Korean enterprise IT/SI provider with its own data and AI platforms (e.g., Nexplant); the most direct regional competitor to Mobigen for Korean conglomerate and public-sector AI contracts.
• LG CNS: LG CNS is a major Korean systems integrator delivering data platforms, AI solutions and digital transformation to Korean enterprises and government — a regional peer competing for the same Korean enterprise AI wallet.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat6 records

Key risks6 records

Key highlights6 records

Customer concentration

• Xx.com/mobigen_ma

Compliance1 record

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds1 record

Investors1 record

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 Mobigen