Matrix Origin
Matrix Origin is a Chinese enterprise AI infrastructure company building a cloud-native hyper-converged HTAP database with proprietary "Git for Data" semantics and an AI-native multimodal data intelligence platform, serving large enterprises in manufacturing, telecom, finance, and government with unified data and agent runtime solutions.
- Company typePrivate
- Founded2021
- HeadquartersShenzhen, China
- Headcount51–100
- GTM typeB2B
- OfferingSoftware
What Matrix Origin does
Matrix Origin is a Chinese enterprise AI infrastructure company founded in 2021 (legal entity Matrix Origins (Shenzhen) Information Technology Co., Ltd.) that builds a unified data-intelligence platform for the era of trillion-scale AI agents. Its foundational product, MatrixOne, is a cloud-native hyper-converged HTAP database that decouples storage and compute and unifies transactional processing, analytical processing, vector search, full-text search, JSON, and time-series in a single engine, distinguished by proprietary "Git for Data" semantics (snapshot, branch, merge, cherry-pick, point-in-time recovery). Built directly on MatrixOne, MatrixOne Intelligence adds AI-native multimodal data intelligence capabilities—multimodal ETL, document intelligence, Agentic RAG, and LLM fine-tuning—and the company has extended the stack further in 2026 with Astra (a production AI agent runtime with auditable decision replay, self-evolving feedback loops, and zero-risk trials on production data) and Memoria (a persistent memory layer for AI agents with audit trails and point-in-time rollback).
The platform targets large enterprises in manufacturing, telecommunications, energy, finance, government, and healthcare, with named deployments at SANY, Haier, China Mobile, China Telecom, Shanghai Electric, Extreme Vision, Stone Castle Partners, Jinpan Technology, Amway Nutrilite, Shenzhen Smart City Group, and TechAgent, among others. The company sells primarily through an enterprise field-sales motion with contracts ranging from hundreds of thousands to tens of millions RMB, supplemented by a self-serve free trial cloud platform (moi.matrixorigin.cn), a technology partner channel led by Alibaba Cloud, and a broader solution-partner ecosystem.
The business model combines subscription-based and prepaid cloud instances with usage-based billing, plus enterprise private-deployment managed services; precise public pricing is not disclosed. MatrixOrigin has raised over $30M across three funding rounds from investors including 5Y Capital, K2VC, Zhongding Capital, Weiguang Ventures, Yuanlai Capital, 21Vianet (VNET), Honor Base, and Eastern Bell Capital, operates offices in Shanghai, Shenzhen, Beijing, and Milpitas (CA), and runs a roughly 60-person organization with approximately 70% of headcount allocated to product and R&D.
Matrix Origin firmographics
Firmographics- Name
- Matrix Origin
- Legal name
- Matrix Origins (Shenzhen) Information Technology Co., Ltd.
- Website
- https://matrixorigin.io
- Company type
- Private
- Founded year
- 2021
- Operating status
- Operating
- Headcount range
- 51–100 employees
- Short description
- Matrix Origin is a Chinese enterprise AI infrastructure company building a cloud-native hyper-converged HTAP database with proprietary "Git for Data" semantics and an AI-native multimodal data intelligence platform, serving large enterprises in manufacturing, telecom, finance, and government with unified data and agent runtime solutions.
- Ownership category
- akta.pro rank
Matrix Origin industry classification
Industry- Product category
- Cloud Database & AI Data Platform
- NAICS
- Software Publishers (51321), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs) (HDAEANAH)
- akta.pro secondary industries
- Metadata, Catalog & Semantic Layer for Data Platforms (HDAEABAJ), Data & Analytics Platforms (Data Warehousing, Lakes, Streaming) (HDABAAAF)
Keywords
Where Matrix Origin is headquartered
LocationHeadquarters
- HQ city
- Shenzhen
- HQ country
- China
- HQ region
- Asia
Offices4 records
Markets served
Matrix Origin business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations
Revenue model
- MatrixOne Intelligence Cloud Service: Fully managed cloud-native data platform providing instance management, monitoring, query analytics, and data sharing. Supports prepaid and postpaid billing models.
- Database Instances: Various types of database instances offered with different configurations. Prepaid instances with unused cash refundable; postpaid usage-based billing.
- Enterprise Private Deployment: Private deployment for enterprise clients requiring dedicated infrastructure and extended delivery timelines.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Pay-as-you-go | Cloud-managed database instances with flexible configurations |
Go-to-market motion3 records
Distribution channels4 records
Marketing channels5 records
Matrix Origin product offering
Product offeringCore offering
MatrixOrigin sells the MatrixOne cloud-native hyper-converged HTAP database along with MatrixOne Intelligence, an AI-native multimodal data intelligence platform built on top. The portfolio unifies transactional, analytical, vector search, and full-text workloads in one engine and extends into AI agent infrastructure via Astra (production agent runtime) and Memoria (persistent agent memory). Customers buy cloud-managed subscriptions, private enterprise deployments, or self-serve trials, with contracts ranging from pay-as-you-go usage to multi-million RMB enterprise deals.
Product overview
Matrix Origin offers a portfolio of interconnected products centered on MatrixOne, a cloud-native hyper-converged HTAP database that unifies transaction processing, analytical processing, and vector search. Built on MatrixOne, MatrixOne Intelligence is an AI-native multimodal data intelligence platform that adds document intelligence, Agentic RAG, LLM fine-tuning, and multimodal data ETL capabilities. The portfolio extends into AI agent infrastructure with Astra (production runtime) and Memoria (persistent memory layer), plus Git for Data version control. The architecture is designed as a unified data and AI platform spanning from core database to production AI agents.
Differentiator
Problem solved
Functional benefit
Brands
- MatrixOne: Cloud-native, hyper-converged HTAP database with Git for Data capabilities - snapshot, branch, and merge data like code on a cloud-native hyper-converged foundation. Supports TP and AP workloads, vector search, and machine learning capabilities.
- MatrixOne Intelligence
- Astra
- Memoria
Products and services
- MatrixOne Cloud-native hyper-converged HTAP database platform that unifies transaction processing (OLTP), analytical processing (OLAP), vector search, full-text search, and JSON workloads into a single compute-storage decoupled architecture with Git for Data semantics (snapshot, branch, merge). Sold as the core data foundation for enterprise customers needing to consolidate multiple specialized databases.
- MatrixOne Intelligence (MOI) AI-native multimodal data intelligence platform built on MatrixOne, providing enterprise AI capabilities including document intelligence, Agentic RAG, LLM fine-tuning, and multimodal data ETL. Targets enterprises that need to convert private-domain data into AI-ready assets for production agent applications.
- Astra Production AI agent runtime platform enabling deployment, management, and scaling of autonomous AI agents for enterprise workflows. Provides auditable decision replay, self-evolving implicit feedback loops, and zero-risk trials using MatrixOne's native zero-copy clone and time travel.
- Memoria Persistent memory infrastructure for AI agents providing long-term memory, adaptive learning, enterprise-grade audit trails, and point-in-time rollback. Targets enterprises deploying AI agents that need to retain context across sessions and remain auditable for compliance.
- MatrixOne Intelligence Cloud Service Fully managed cloud service for MatrixOne Intelligence with subscription/usage-based billing, instance management, monitoring, query analytics, and data sharing. Sold to enterprises that prefer a managed cloud deployment over self-hosting.
- Enterprise Private Deployment Private deployment of the MatrixOne platform for enterprise clients requiring dedicated infrastructure, customized delivery, and extended timelines. Sold as large enterprise contracts (hundreds of thousands to tens of millions RMB) with multi-month to multi-year decision cycles.
Quantifiable outcome
- Contract review cycle reduced from 16 days to 1 minute using AI risk detection
- +7 more outcomes
Companies that use Matrix Origin
Customer profileNamed customers13 records
Segments5 records
Ideal customer profiles5 records
Matrix Origin technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration1 record
AI capability9 records
Feature7 records
Matrix Origin partnerships and signals
Strategic signalPartnerships
Twelve partnerships are on record, tiered core and standard.
- Alibaba CloudcoreDeep technology integration partnership. Alibaba Cloud is listed as a technology partner with MatrixOne Intelligence for co-building joint solutions that elevate the technology stack.
- China MobilecoreStrategic technology partnership. China Mobile collaborates with MatrixOrigin on data infrastructure solutions.
- China TelecomcoreStrategic technology partnership for telecom data infrastructure modernization.
- SANYcoreStrategic partner in manufacturing sector for industrial data intelligence solutions.
- HaiercoreStrategic partner in smart home and manufacturing sector for AI data platform deployment.
- Shanghai ElectriccoreStrategic partnership for industrial automation and energy sector data solutions.
- Jinggong SmartstandardTechnology partner for smart manufacturing and industrial intelligence solutions.
- CloudChefstandardTechnology partner providing integration capabilities for AI data platform.
- Yinghong TechstandardTechnology partner for enterprise data intelligence solutions.
- Xinhua ZhiyunstandardTechnology partner providing media and content intelligence capabilities.
- Extreme VisioncoreStrategic AI vision partner. Extreme Vision built a unified AI feature data platform on MatrixOne, achieving 40% feature reuse gain.
- ETAD InnovationstandardTechnology partner for innovation solutions in enterprise data management.
Scale indicators18 records
Recent moves6 records
Expansion highlights6 records
Matrix Origin competitors and assessment
Company assessmentDirect peers
- PingCAP (TiDB): PingCAP's TiDB is an open-source distributed SQL database with HTAP capabilities. Directly comparable to MatrixOne as a Chinese-built, cloud-native HTAP database targeting enterprise workloads with vector search extensions.
- OceanBase: OceanBase is a distributed HTAP database originated at Ant Group. Direct competitor to MatrixOne in the Chinese enterprise database market, offering similar TP/AP convergence with strong enterprise adoption among Chinese financial institutions and state-owned enterprises.
- SingleStore: SingleStore (formerly MemSQL) is a cloud-native HTAP database with built-in vector search capabilities. Closest international comparable to MatrixOne's unified TP/AP/vector architecture, serving similar AI-data infrastructure use cases.
- StarRocks: StarRocks is a high-performance analytical database with HTAP and lakehouse capabilities. Direct competitor in real-time analytics workloads, particularly among Chinese enterprises; comparable open-source foundation and cloud deployment model.
- ClickHouse: ClickHouse is a column-oriented DBMS for real-time analytics with growing HTAP and vector capabilities. Competitor in the analytical processing layer and increasingly in unified workloads, with strong enterprise traction in China via its Chinese community.
Broad incumbents
- Databricks: Databricks is a leading data lakehouse platform with vector search and AI/ML capabilities. Overlaps with MatrixOne Intelligence's positioning as an AI-native data platform but operates at a much broader scale with a full ecosystem of analytics, ML, and governance tooling.
- Snowflake: Snowflake is the leading cloud data platform. Competes with MatrixOne in the cloud data warehousing layer and is the former employer of MatrixOrigin's CTO. Snowflake Cortex adds AI/RAG features that overlap with MatrixOne Intelligence.
Emerging players
- Zilliz (Milvus): Zilliz is the company behind Milvus, a leading open-source vector database. Compares to MatrixOne's in-database vector search capabilities; both serve AI-native applications requiring large-scale similarity search with potential overlap in multimodal/RAG use cases.
- Pinecone: Pinecone is a managed vector database focused on enterprise AI applications. Competes with MatrixOne's vector search functionality, particularly for RAG and agent memory use cases, though MatrixOne offers a unified platform versus Pinecone's single-purpose design.
- Weaviate: Weaviate is an open-source vector database with hybrid search and RAG capabilities. Comparable to MatrixOne Intelligence's RAG-native knowledge management features, particularly in serving AI application developers building on enterprise knowledge bases.
Market position
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Matrix Origin social profiles
Digital presenceMatrix Origin financial estimates
Financial estimateRevenue estimate
Valuation estimate
Matrix Origin leadership team
Management profileNumber of profiles
Profiles9 records
Matrix Origin funding detail
Funding detailFunding overview
Funding rounds4 records
Investors10 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Matrix Origin M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Matrix Origin
What does Matrix Origin do?
MatrixOrigin sells the MatrixOne cloud-native hyper-converged HTAP database along with MatrixOne Intelligence, an AI-native multimodal data intelligence platform built on top. The portfolio unifies transactional, analytical, vector search, and full-text workloads in one engine and extends into AI agent infrastructure via Astra (production agent runtime) and Memoria (persistent agent memory). Customers buy cloud-managed subscriptions, private enterprise deployments, or self-serve trials, with contracts ranging from pay-as-you-go usage to multi-million RMB enterprise deals.
Is Matrix Origin a public or private company?
Matrix Origin is a private company. It is classified as venture growth investor backed and is currently operating.
When was Matrix Origin founded?
Matrix Origin was founded in 2021. It employs 51 to 100 people.
Where is Matrix Origin based?
Matrix Origin is headquartered in Shenzhen, China, in the Asia region.
How does Matrix Origin make money?
Three revenue lines are on record. MatrixOne Intelligence Cloud Service is the primary driver. The others are database Instances and enterprise Private Deployment.
Who are Matrix Origin's main competitors?
Direct peers on record are PingCAP (TiDB), OceanBase, SingleStore, StarRocks and ClickHouse. Broad incumbents are Databricks and Snowflake. Emerging players are Zilliz (Milvus), Pinecone and Weaviate.
Does Matrix Origin have an API?
No public API is recorded for Matrix Origin.
What industry is Matrix Origin in?
Matrix Origin's product category is Cloud Database & AI Data Platform. Its primary akta.pro industry code is HDAEANAH, Enterprise AI Data & Knowledge Platforms (Vector Databases, Knowledge Graphs), with a secondary code of HDAEABAJ, Metadata, Catalog & Semantic Layer for Data Platforms. Its NAICS code is 51321 and its SIC code is 7372.