What SMARTInsight does

SMARTInsight, now operating as the SmartInsight Business Division of Uchida Yoko Co., Ltd. following its June 30, 2023 merger, develops and markets the Mμgen enterprise AI search and data integration platform. Originally spun out of Uchida Spectrum Corporation in 2013, the company spent a decade building virtual data integration technology that connects structured and unstructured enterprise data sources (SharePoint Online, Box, OneDrive, Teams, Google Drive, Salesforce, file servers, and DBMS) without physical data migration, surfacing unified search, BI dashboards, and analytics through a single platform.

The Mμgen platform comprises four primary modules: Mμgen Enterprise Search for cross-system full-text search, a BI Dashboard with SMART Data Chain cross-data linking, MμgenGAI generative AI (delivered as both an On-Premises deployment built on GPT-4o and a SaaS subscription with concurrent-user pricing), and a Luminoso-powered NLU Option for dictionary-free text analytics across 15+ languages. Sector-specific solutions — Product360, Customer360, Value Chain Management, FMEA Automation, Quality Assurance, Plant Operations, and a multilingual municipal website service — extend the core platform into manufacturing DX, pharmaceutical document management, and government use cases. Documented named customers include Toyota, Honda, Denso, Yamaha, Toshiba Infrastructure Systems, Chugai Pharmaceutical, CMIC Holdings, Hamamatsu Photonics, Pelnoss, Omron Healthcare, Patlite, Nippon Seiki, Isuzu Motors, Chugai Clinical Research Center, and Kagawa University, alongside government deployments such as the Town of Kaisei child welfare monitoring system.

SMARTInsight is sold almost entirely through Uchida Yoko Co., Ltd.'s direct enterprise sales organization in Japan, supplemented by partner co-selling arrangements with AICE, Polaris.AI, NX Research Institute, Sios Technology, Jinbei, and SmartScape. SaaS pricing is publicly disclosed (¥50,000/month base for five concurrent users in MμgenGAI SaaS), while on-premises and enterprise deployments remain quote-based. Professional and concierge support services for RAG implementation form an additional recurring revenue stream. As of the most recent source data, the legal entity SmartInsight Co., Ltd. no longer exists; all business operations continue under Uchida Yoko's SmartInsight Business Division, and no venture or growth equity funding rounds have been disclosed since the 2013-2015 INVCJ-led rounds totaling approximately $18M.

Name

SMARTInsight

Legal name

スマートインサイト株式会社

Website

https://smartinsight.jp

Company type

Private

Founded year

2013

Operating status

Acquired

Headcount range

51–100 employees

Short description

SMARTInsight, now the SmartInsight Business Division of Uchida Yoko Co., Ltd., develops the Mμgen enterprise AI search and data integration platform serving Japanese manufacturers, pharmaceutical firms, and government agencies with virtual data integration, BI dashboards, and generative AI capabilities.

Ownership category

akta.pro rank

Product category

Enterprise AI Search and Data Integration Software

NAICS

Software Publishers (5132), Computer Systems Design and Related Services (54151)

SIC

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

akta.pro primary industry

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

akta.pro secondary industry

Enterprise Foundation Model Integration & APIs (Connectors, Governance, Deployment) (HDAAACAO)

Keywords

• Enterprise search software
• Virtual data integration
• Multimodal RAG platform
• Business intelligence dashboards
• Natural language understanding AI

Headquarters

HQ city

Tokyo

HQ country

Japan

HQ region

Asia

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. Mμgen software licensing: Enterprise AI search and data integration platform sold as licensed software with subscription or perpetual models, targeting large organizations via Uchida Yoko's enterprise sales channel.
2. MμgenGAI SaaS subscription: SaaS generative AI service with concurrent-user pricing model. Base monthly fee of ¥50,000 for 5 concurrent users, with ¥10,000 per additional concurrent user. Supports unlimited registered users with up to 10,000 files included.
3. MμgenGAI On-Premises: On-premises generative AI deployment with token and concurrent-login based billing, offering secure infrastructure within customer environment.
4. Professional and Implementation Services: Concierge support services for RAG implementation including needs analysis, system requirements definition, cost estimation, data preparation, model design, testing, deployment, and ongoing operational support.

Pricing tiers

Go-to-market motion1 record

Distribution channels3 records

Marketing channels7 records

Core offering

SMARTInsight develops and sells the Mµgen enterprise AI search and data integration platform, which combines cross-system enterprise search, BI dashboards, generative AI (MµgenGAI in On-Premises and SaaS variants), and natural language understanding AI to unify structured and unstructured enterprise data without physical data migration. The platform is sold to large Japanese enterprises — primarily in manufacturing, pharmaceutical, and government sectors — through licensed on-premises software, subscription SaaS, professional implementation services, and packaged solutions for value chain management, FMEA automation, and quality assurance.

Product overview

SMARTInsight's Mμgen is a modular enterprise AI search and data integration platform built by Uchida Yoko Co., Ltd. The core Mμgen platform provides virtual data integration across structured and unstructured enterprise data through four primary modules: Mμgen Enterprise Search (cross-system full-text and semantic search), Mμgen BI Dashboard (visual analytics and dashboards), MμgenGAI (generative AI service available as both On-Premises and SaaS variants with multimedia RAG capability), and Mμgen NLU Option (Luminoso-based natural language text analysis without prior tuning). Sector-specific solutions — Mμgen Product360 for manufacturing, Mμgen Customer360 for customer analytics, Value Chain Management, FMEA Automation, Quality Assurance, Plant Operations, and the Multi-language Website Service for Governments — extend the platform. MμgenGAI On-Premises and MμgenGAI SaaS represent the generative AI sub-brand offerings built on the platform. The overall architecture uses virtual data integration (no physical data migration) to unify disparate systems including SharePoint Online, Box, OneDrive, Teams, Google Drive, Salesforce, file servers, and DBMS, and integrates with third-party tools such as SS4M (3D shape search), GenOCR (AI-OCR), and Gluegent Flow (workflow).

Differentiator

Problem solved

Functional benefit

Brands

• Mµgen（ミュージェン）: Enterprise AI search solution featuring four main functions: Search functionality, BI Dashboard, Generative AI (MµgenGAI), and Natural Language Understanding AI. It integrates structured and unstructured data from enterprise systems for advanced analytics.
• MµgenGAI
• Mµgen NLU Option
• Mµgen Search

Products and services

• Mµgen Platform Virtual data integration platform that enables cross-organizational search and analytics of both structured and unstructured enterprise data without physical data migration. Combines four functions: enterprise search, BI dashboards, generative AI, and natural language understanding AI.
• MµgenGAI On-Premises On-premises generative AI platform that ingests internal corporate data and provides RAG-based Q&A. Supports multimedia RAG processing of text, tables, images, and figures in documents. Built on GPT-4o model. Features prompt generator, usage monitoring, and concurrent-user-based pricing.
• MµgenGAI SaaS SaaS-based generative AI platform delivering RAG-powered Q&A on internal corporate documents without on-premises infrastructure. Initial investment-free monthly subscription model with concurrent-user pricing. Features multimedia RAG, prompt templates, group-level RAG creation, SSO management, and 10,000-file storage.
• Mµgen NLU Option Natural language understanding AI option (Luminoso-based) that parses and analyzes text data without prior tuning or dictionary creation. Processes call center logs, SNS, surveys, and technical documents; extracts concepts, sentiment, and customer needs; supports 15+ languages natively.
• Value Chain Management Solution Value chain management solution visualizing product and information flows across design, manufacturing, and distribution. Enables real-time cross-departmental data sharing, rapid decision-making, and quality improvement cycles for manufacturing enterprises.
• FMEA Automation Solution Manufacturing solution enabling frontloading (addressing quality issues early in the design phase) by connecting design, quality, and manufacturing data across departments. Supports failure mode and effects analysis (FMEA) creation and automation using generative AI agents.
• Quality Assurance Solution Quality assurance business solution integrating quality information across design, manufacturing, and market quality layers. Supports early defect detection, cross-departmental quality analysis, and generative AI for quality document automation.
• Multi-language Website Service for Local Governments Multi-language website localization service for government/municipal sites, enabling visitors to browse content in their language of choice, supporting characters, illustrations, charts, and photographs, and allowing multilingual queries.
• Professional and Implementation Services for RAG End-to-end concierge support services for RAG implementation including needs analysis, system requirements definition, cost estimation, data preparation, model design, testing, deployment, and ongoing operational support.

Quantifiable outcome

• ~40% labor reduction in ESG survey response tasks (Hamamatsu Photonics)
• +3 more outcomes

Named customers17 records

Segments4 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration11 records

AI capability13 records

Feature7 records

Partnerships

Four partnerships are on record, tiered core and minor.

• SmartScape Corporation (スマートスケープ株式会社)coreTechnology or IntegrationStrategic technology partnership for 3D shape search integration. SmartScape's SS4M (AI-powered 3D similar shape search system) integrates with Mμgen to enable cross-functional search of design data, BOM, quotes, and quality information. Joint online seminars conducted (May 2026).
• Polaris.AI Co., Ltd. (Polaris.AI株式会社)minorStrategic or Co-development PartnerJoint seminar on AI agents and next-generation smart factory (September 2025). Polaris.AI brings expertise in AI agent development and manufacturing AI implementation cases. Product integration not confirmed.
• AICE Inc. (AICE株式会社)minorStrategic or Co-development PartnerAI consulting partnership for FMEA automation and quality cost reduction. Co-hosted seminar (June 2025) on FMEA × AI Agent for defect analysis automation. AICE provides AI agent design and ROI methodology.
• NX Research Institute (ＮＸ総合研究所)minorStrategic or Co-development PartnerJoint DX webinar on manufacturing factory digitalization (March 2025). NX Research Institute contributes consulting expertise in DX implementation and work measurement for manufacturing optimization.

Scale indicators2 records

Recent moves7 records

Expansion highlights5 records

Direct peers

• Coveo: Coveo offers an AI-powered enterprise search, recommendations, and generative AI platform for customer service, ecommerce, and workplace use cases. It is comparable to Mμgen as a relevance/AI search vendor serving large enterprises with multi-source indexing and GenAI answer generation.
• Algolia: Algolia provides a search-as-a-service and AI-powered discovery platform for enterprise applications. It is a relevant comparable for Mμgen's search-embedding model and SaaS pricing structure.
• Lucidworks: Lucidworks builds enterprise search and AI-powered digital experience applications based on Apache Solr. It is comparable to Mμgen Search in cross-source enterprise indexing and AI-driven query understanding.
• Elastic: Elastic delivers an open-source search and observability platform used for enterprise search, log analytics, and AI/ML workloads. It competes with Mμgen's enterprise search and BI capabilities across cross-source indexing and dashboards.
• Mindbreeze: Mindbreeze is an Austrian vendor of enterprise search and AI insight appliances that unify data across multiple repositories. It mirrors Mμgen's on-premises deployment model and cross-system search focus.
• Glean Technologies: Glean provides an enterprise AI search and generative assistant platform indexing workplace data across SaaS apps. It is a direct competitor to MμgenGAI's RAG-over-SharePoint/Google Drive/Salesforce positioning.
• Sinequa: Sinequa provides an enterprise search and analytics platform combining NLP, ML, and generative AI over structured and unstructured content. It directly competes with Mμgen on cross-system enterprise search, RAG-based GenAI, and large-enterprise data integration use cases.

Regional players

• Hitachi Vantara (Lumada): Hitachi Vantara's Lumada platform provides data integration, analytics, and AI capabilities for Japanese and global enterprises. It is a regional comparable with overlapping manufacturing DX positioning in the Japanese market.

Broad incumbents

• Microsoft (Copilot for Microsoft 365 / SharePoint): Microsoft ships enterprise search, knowledge management, and RAG-based generative AI across SharePoint, Microsoft 365 Copilot, and Azure. It is a broad incumbent that competes with Mμgen for the same enterprise search budgets and is also a key integration partner via SharePoint Online.
• Google (Cloud Search / Gemini for Workspace): Google delivers enterprise search and generative AI across Workspace and Cloud Search. It is a broad incumbent alternative to Mμgen for enterprise customers already standardized on Google Drive and Workspace.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/smartinsight_io
• Facebookfacebook.com/smart-insight-1083229308371534

Revenue estimate

Valuation estimate

Number of profiles

Profiles4 records

Funding overview

Funding rounds3 records

Investors3 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 SMARTInsight