Matrice AI

What Matrice AI does

Matrice AI is a San Francisco-based, privately held computer vision platform company founded in 2022. Its flagship product, the Vision AI Factory, is a unified enterprise platform that transforms existing camera infrastructure into AI-powered intelligent systems without hardware replacement. The platform is built on six proprietary engines: a patented Streaming Gateway that decouples video encoding from AI inference and extends camera life by 5-10 years, an Inference Engine that routes tasks across CPU/GPU/TPU for optimal latency, a Video Management System with AI-powered semantic search, an Analytics Engine for cross-camera correlation and priority-ranked alerts, a patented Orchestration Engine that dynamically prioritizes safety-critical workloads, and a patented Drift Monitoring system that detects model accuracy degradation and triggers automated retraining. The platform supports on-premise, air-gapped, and hybrid cloud deployment with SOC 2 Type 2, ISO 27001, GDPR, EU AI Act, and HIPAA compliance, and is complemented by a Vision AI App Store with 50+ production-ready applications and a Python SDK with Bring Your Own Model (BYOM) capability.

Name

Matrice AI

Legal name

Matrice AI

Website

https://matrice.ai

Company type

Private

Founded year

2022

Operating status

Operating

Headcount range

11–50 employees

Short description

Matrice AI is a San Francisco-based computer vision platform that transforms existing enterprise camera infrastructure into AI-powered intelligent systems. It serves large organizations across Energy, Retail, Manufacturing, Smart Cities, Healthcare, and other verticals through enterprise subscriptions and a 50+ application App Store.

Ownership category

akta.pro rank

Product category

Computer Vision Platform

NAICS

Computer Systems Design Services (541512)

SIC

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

akta.pro primary industry

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

akta.pro secondary industries

AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC), AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF)

Keywords

• Computer vision platform
• Video analytics software
• AI video monitoring
• Enterprise vision AI
• AI surveillance platform

Headquarters

HQ city

San Francisco

HQ country

United States

HQ region

North America

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. Platform Subscription and Licensing: Enterprise Vision AI platform sold as subscription with software licensing. Includes deployment of ready-to-deploy Vision AI applications across the platform. Pricing is quote-based for enterprise deployments.
2. Managed Services: Automated and managed solution that reduces operational expenditure by up to 70% through automated monitoring and management of vision AI systems.

Pricing tiers

Go-to-market motion3 records

Distribution channels2 records

Marketing channels4 records

Core offering

Matrice AI sells an enterprise Vision AI Factory platform that transforms existing camera infrastructure into intelligent, real-time computer vision systems without requiring hardware replacement. The platform combines a patented Streaming Gateway, an Inference Engine, a Video Management System, an Analytics Engine, an Orchestration Engine, and continuous Drift Monitoring, and is complemented by a Vision AI App Store with 50+ production-ready applications, a Python SDK, and a Bring Your Own Model capability. It is delivered as an annual subscription with managed services, targeting enterprises with large-scale camera deployments.

Product overview

Matrice AI offers the Vision AI Factory, a unified enterprise platform for computer vision solutions. The core platform integrates six proprietary engines: Streaming Gateway (for camera connectivity), Inference Engine (for AI processing), Video Management System (for search), Analytics Engine (for business intelligence), Orchestration Engine (for workload prioritization), and Drift Monitoring (for continuous model improvement). The platform is complemented by the Vision AI App Store with 50+ pre-built applications, Developer SDK (Python), Bring Your Own Model capability for custom models, and hybrid cloud deployment options. Enterprises can deploy on-premise for complete data residency or use hybrid cloud for centralized monitoring.

Differentiator

Problem solved

Functional benefit

Products and services

• Matrice Vision AI Factory Platform Enterprise-grade computer vision platform that bridges traditional video analytics and modern AI, enabling enterprises to transform existing camera infrastructure into intelligent, scalable operational systems. The unified platform handles streaming, inference, orchestration, and monitoring, and is sold as an annual subscription to large enterprises.
• Vision AI App Store Self-service marketplace offering 50+ production-ready AI applications for safety, security, and operations across multiple industries, enabling customers to deploy specialized solutions in minutes without code.
• Developer SDK (Python) Python SDK with API Reference enabling developers to build and integrate custom applications on the Matrice AI platform for faster development and integration.

Quantifiable outcome

• 70% lower operational expenditure through automated and managed solution
• +5 more outcomes

Named customers6 records

Segments9 records

Ideal customer profiles5 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration6 records

AI capability7 records

Feature7 records

Partnerships

One partnership is on record.

• NVIDIAcoreTechnology or IntegrationNVIDIA Jetson platform is supported by Matrice AI's platform for edge AI processing. The Inference Engine automatically optimizes processing across CPU, GPU, or TPU including NVIDIA hardware.

Scale indicators8 records

Recent moves6 records

Expansion highlights7 records

Broad incumbents

• Genetec: Major unified physical security platform vendor offering video management and analytics; competes for Matrice's enterprise customers as an established incumbent across multiple industries.
• NVIDIA Metropolis: NVIDIA's vision AI platform and SDK ecosystem for building video analytics; overlaps with Matrice's AI inference and edge deployment capabilities and is also a hardware partner of Matrice.
• Cisco Meraki MV: Cloud-managed video surveillance with built-in analytics from Cisco; addresses the same 'turn existing cameras into intelligent systems' market that Matrice targets, but bundled with Cisco's networking sales channel.
• Avigilon (Motorola Solutions): Large incumbent vendor of video surveillance and analytics (now under Motorola Solutions); addresses the same enterprise security camera analytics market as Matrice but as part of a much broader physical security portfolio.

Direct peers

• IronYun: Enterprise video intelligence / computer vision platform serving smart city, retail and industrial safety use cases; closely comparable AI video analytics positioning to Matrice.
• AnyVision (Oosto): Computer vision platform focused on real-time detection for physical security, safety compliance and operational analytics; overlaps with Matrice's PPE compliance, access control and anomaly use cases.
• BriefCam: Direct competitor offering enterprise video analytics and computer vision for security, safety, and operational use cases; targets the same Fortune 500 enterprise buyers with similar use cases across the verticals Matrice serves.
• Spot AI: Cloud-and-on-prem AI video analytics platform for businesses; comparable to Matrice in targeting existing camera infrastructure and offering enterprise-ready vision AI across safety, security, and operations verticals.
• Viso: No-code computer vision platform for enterprises, enabling application development and deployment; overlaps with Matrice's low/no-code Vision AI Factory and SDK approach.
• Ambient.ai: AI-powered physical security analytics applied to existing camera networks; comparable platform approach to Matrice for safety, threat detection, and proactive alerting in enterprise environments.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/matrice-ai
• Xx.com/Matriceai

Compliance5 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles8 records

Funding overview

Funding rounds2 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 Matrice AI