What Ingenta does

Ingenta Inc. is a private AI company founded in 2018 as a cross-border venture between Silicon Valley and Japan, headquartered in Minato-ku, Tokyo, with additional offices in Osaka, Taipei, and Los Gatos. The company builds a portfolio of enterprise AI products on a proprietary Graph AI technology stack, branded as "Integrative Interaction AI Network," which uses graph structures combined with deep learning and representation learning to analyze relational and semi-structured data. Its flagship offerings are organized around Dr. Euler, an education AI suite comprising GradeMe (handwritten auto-grading with 97.7%+ accuracy and 27x faster speed), LearnBest (adaptive learning), and ExamMaster (entrance exam prediction with 80-95% accuracy), alongside Ai CHOICE (an e-commerce recommendation engine priced from 150,000 JPY/month), AI SalesBooster (precision marketing), DX2.0 AI Service (consulting and implementation), Research Navi (LLM x Graph knowledge reasoning for R&D), AiSA (sales intelligence assistant), and inDesign Lab (UI/UX and brand design). The technology roadmap extends into LLM x Graph architectures for tacit knowledge structuring, with the company selected as the sole pharmaceutical-sector finalist in METI/NEDO's 2026 GENIAC-PRIZE program.

The company operates a multi-pronged business model combining subscription-based SaaS products, usage-based API services, professional services for AI consulting and implementation, and design services, all anchored to a graph-based core. Customer concentration is moderate and diversified across education, e-commerce, retail, pharmacy, logistics, manufacturing, and government verticals, serving 50+ named clients including TSE 1st Section-listed enterprises and reaching 400,000+ end users. Go-to-market relies on direct enterprise field sales from Tokyo, Osaka, and Taipei, complemented by partnerships with system integrators, consulting partners, and government programs (Minato City, Keisoku Research Consultant), with distribution supported by industry events, startup pitch platforms (TMIP x Plug and Play Japan), and direct engagement via the ingenta.ai website. Founders Dennis Hsueh (Stanford MS, former Silicon Valley executive) and Dr. Kuo-Ching Liang (PhD Columbia, 18 years of AI research across Mayo Clinic, University of Tokyo, and Keio University) anchor a team supplemented by a senior advisor with 40+ years of Mitsubishi Corporation cross-border experience.

Name

Ingenta

Legal name

Ingenta Inc.

Website

https://ingenta.ai

Company type

Private

Founded year

2018

Operating status

Operating

Headcount range

11–50 employees

Short description

Ingenta is a private Japan-headquartered AI company building enterprise Graph AI products across education (Dr. Euler suite), e-commerce (Ai CHOICE), sales enablement (AI SalesBooster, AiSA), and R&D intelligence (Research Navi), serving 50+ enterprise clients including TSE-listed firms.

Ownership category

akta.pro rank

Product category

Enterprise Artificial Intelligence Software

NAICS

Software Publishers (513210), Software Publishers (5132), Custom Computer Programming Services (541511), Computer Systems Design Services (541512)

SIC

Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373), Services-Computer Programming Services (7371)

akta.pro primary industry

Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs) (HDAEANAH)

akta.pro secondary industries

AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), AI/ML Engineering & Model Development Services (BPAEAHAF), End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)

Keywords

• Graph artificial intelligence
• Enterprise AI software
• Education AI solutions
• Recommendation engine technology
• Digital transformation consulting

Headquarters

HQ city

Tokyo

HQ country

Japan

HQ region

Asia

Offices4 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. SaaS Products: Modularized SaaS products serving education, e-commerce, and enterprise DX needs. Flexible, on-demand products that can be easily implemented into client services. Includes AI engines, APIs, and complete customized SaaS solutions with Ingenta AI embedded.
2. API Services: Various AI-powered APIs provided for easy connection to client systems, seamlessly expanding client services. Pricing based on usage with billing for API calls and processing.
3. AI Consulting Services: Strategic AI roadmap establishment, detailed project planning for AI implementation, and AI talent incubation with on-project training. Also includes AWS Cloud Consulting Services.
4. UI/UX AI Service Design: Design services for AI products including SaaS, IoT solutions, and hardware design. Award-winning designers provide highly user-oriented AI services.
5. AI Recommendation Engine (Ai CHOICE): E-commerce recommendation tool starting from 150,000 JPY. Provides personalized product recommendations, newsletter/DM list creation, and customer activation tools.

Pricing tiers

Go-to-market motion2 records

Distribution channels4 records

Marketing channels7 records

Core offering

Ingenta builds proprietary Graph AI software and delivers it through modular SaaS products (Dr. Euler education suite, Ai CHOICE e-commerce recommendation engine, AI SalesBooster, DX2.0 AI Service, Research Navi, inDesign Lab, AiSA), APIs, and professional consulting services. The platform serves enterprises across education, e-commerce, healthcare, logistics, and manufacturing with AI engines for adaptive learning, auto-grading, recommendation, predictive analytics, computer vision, and digital transformation.

Product overview

Ingenta is an AI technology company offering a platform-plus-modules architecture centered on its proprietary Graph AI technology. The core offering includes Dr. Euler (education AI suite) with sub-products GradeMe (auto-grading), LearnBest (adaptive learning), and ExamMaster (exam prediction); Ai CHOICE (e-commerce recommendation engine); AI SalesBooster (marketing AI); DX2.0 AI Service (digital transformation); Research Navi (knowledge reasoning for R&D); inDesign Lab (design services); and AiSA (sales intelligence assistant). All products leverage Graph AI for analyzing structured/unstructured data across education, e-commerce, healthcare, logistics, and manufacturing industries.

Differentiator

Problem solved

Functional benefit

Brands

• Dr. Euler: Personal AI learning counselor and education AI solution providing personalized learning experiences, auto-grading, and exam prediction services.
• ExamMaster
• LearnBest
• GradeMe
• Ai CHOICE
• AI SalesBooster
• DX2.0
• inDesign Lab
• AiSA

Products and services

• Dr. Euler Flagship education AI suite from Ingenta offering personalized learning experiences, AI tutoring, 24/7 teaching assistant, auto-grading, adaptive learning, and exam prediction for schools, cram schools, publishers, and EdTech providers.
• ExamMaster AI-powered entrance examination prediction tool providing qualification result prediction, performance analytics, and target school recommendations with 80%-95% accuracy, used by cram schools and education institutions in Japan.
• LearnBest Adaptive learning AI solution providing personalized learning paths, AI-generated practice quizzes, proficiency analysis, and 24/7 personal AI tutoring for education institutions and students.
• GradeMe AI-powered auto-grading solution handling handwritten test papers (English, Japanese, mathematical expressions) with 97.7%+ accuracy and 27x faster than manual grading, offered via subscription and API for schools and EdTech providers.
• Ai CHOICE AI-powered e-commerce recommendation engine using Graph AI to deliver personalized product recommendations based on customer behavior, purchase history, and external data, achieving >15% increase in repeat buyer purchases for online retailers.
• AI SalesBooster AI precision marketing solution providing marketing consulting, data visualization, marketing insights, and AI marketing service design to boost revenue for e-commerce and retail clients.
• DX2.0 AI Service End-to-end digital transformation AI service offering AI consulting, AWS cloud consulting, UI/UX AI service design, AI engine customization/implementation, and continuous service support for enterprises across logistics, energy, e-commerce, healthcare, food, manufacturing, and education.
• Research Navi AI x Knowledge Reasoning Support system for R&D-intensive industries that uses LLM and Graph Technology to structure experimental failure data, research records, and scientific literature for hypothesis generation in drug discovery and manufacturing.
• inDesign Lab Human-centric design service offering brand identity, UI/UX design, marketing services, and award-winning design solutions for AI-powered products and services.
• AiSA AI-powered strategic assistant cloud-based application that helps sales professionals extract actionable knowledge from data and their professional network to discover leads and improve sales efficiency.

Quantifiable outcome

• 90% performance prediction accuracy for education institutions
• +12 more outcomes

Named customers10 records

Segments6 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

AI capability10 records

Feature7 records

Partnerships

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

• Biomimetics Sympathies Inc.flagshipStrategic or Co-development Partner · 24 March 2026Joint proposal for GENIAC-PRIZE: 'Autonomous Collaborative Hypothesis Formulation via Proprietary LLM x Graph Technology.' Collaboration to structure previously underutilized experimental failure data, research records, and literature information using domestic LLM and Graph Technology to support drug discovery hypothesis generation and decision-making in R&D settings.
• Minato City GovernmentcoreStrategic or Co-development Partner · 20 November 2024Collaborative agreement for AI-Assisted Infrastructure Inspection Technology Demonstration under Minato New Technology Challenge Proposal Program. Ingenta's proprietary image analysis AI technology used to detect cracks in bridges managed by Minato City. Implementation period December 2024 to February 2025.
• Keisoku Research Consultant Co.coreStrategic or Co-development Partner · 11 March 2024Collaboration to leverage AI technologies including Graph AI for construction, infrastructure, environment, and disaster prevention applications. Ingenta's AI image processing technology combined with Keisoku's inspection support technology (k-trace system) for crack detection in bridges. Partnership formed through Chugoku Regional Open Innovation Challenge 2023.
• Wise-Net CorporationminorGTM or Marketing Partner · 22 November 2023Invited by Wise-Net Corporation to showcase AI solutions at 11th SDGs Business Seminar. Presentation focused on AI solutions contributing to SDGs, particularly educational DX and renewable energy DX.
• Tokyo Marunouchi Innovation Platform (TMIP) and Plug and Play JapanminorGTM or Marketing Partner · 13 November 2023Participation in international startup pitch event to facilitate collaboration between Japanese corporations and overseas startups. Entrepreneurs from Japan, Korea, Taiwan, and US showcased innovative solutions to attendees from large corporations.

Scale indicators12 records

Recent moves9 records

Expansion highlights6 records

Regional players

• Abeja: Japan-based AI platform company offering AI consulting, MLOps platform (ABEJA Platform), and vertical AI solutions in retail, manufacturing, and infrastructure. Directly comparable as a Japan-rooted AI platform that combines SaaS, professional services, and industry-specific applications.
• Cinnamon AI: Japan- and Vietnam-based AI company specializing in document understanding and NLP for enterprise workflows. Comparable as an APAC AI vendor offering both horizontal AI services and verticalized document intelligence products, overlapping with Ingenta's Research Navi knowledge-reasoning capabilities.
• Preferred Networks: Japan-based deep-tech AI company focused on deep learning, graph neural networks, and applications across transportation, manufacturing, and life sciences. Closest direct Japanese peer to Ingenta's Graph AI approach and vertical breadth in logistics, manufacturing, and healthcare.
• BeniPlus (Benihada) / Atama Plus: Japan-based adaptive learning AI company serving cram schools and K-12 institutions with personalized tutoring. Directly comparable to Ingenta's Dr. Euler suite (LearnBest, ExamMaster) in the Japanese EdTech adaptive-learning market.

Broad incumbents

• C3.ai: Enterprise AI application platform offering pre-built and configurable industry AI solutions across energy, manufacturing, financial services, and defense. Comparable as a multi-vertical enterprise AI platform with a similar SaaS-plus-services GTM, though at a much larger scale.
• Palantir Technologies: Enterprise data analytics and AI platform (Gotham/Foundry/AIP) that ingests structured and semi-structured relational data to power operational decisioning. Comparable to Ingenta's Graph AI knowledge-reasoning and enterprise DX offerings, but operating at vastly larger scale and across broader verticals.

Direct peers

• Stardog: Enterprise knowledge-graph platform that unifies data and reasoning for applications including drug discovery, supply chain, and financial services. Closely comparable to Ingenta's LLM x Graph strategy of combining knowledge graphs with reasoning for R&D-heavy verticals like pharma.
• TigerGraph: Enterprise graph database and analytics platform used for fraud detection, customer 360, supply chain, and recommendation use cases. Comparable to Ingenta's Interactive Data Graph capabilities (graph queries, pathfinding, community detection, graph deep learning) and its e-commerce/logistics applications.
• Neo4j: The leading commercial graph database and analytics platform, with native graph ML capabilities (Graph Data Science library). Most directly comparable to Ingenta's Graph AI core, as both build enterprise value on graph-structured data and knowledge-graph reasoning.

Emerging players

• Cognite: Industrial data and AI platform (Cognite Data Fusion) that contextualizes operational data using knowledge graphs for manufacturing, energy, and infrastructure customers. Comparable to Ingenta's DX2.0 industrial AI offerings and its graph-based contextualization of complex relational data.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat4 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/ingenta_ai
• LinkedInlinkedin.com/company/ingenta-inc

Revenue estimate

Valuation estimate

Number of profiles

Profiles5 records

Funding overview

Funding rounds

Investors

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 Ingenta