Linker Vision

What Linker Vision does

Linker Vision is a privately held Taiwanese AI platform company headquartered in Taipei that builds an end-to-end Physical AI stack for smart cities, smart facilities, and smart healthcare. Its Linker VisionAI Platform comprises three engines — Mirra for simulation and synthetic data generation built on NVIDIA Omniverse, DataVerse for no-code data curation and model training using NVIDIA Cosmos Reason VLM and NVIDIA TAO, and Observ for real-time VLM-based video analytics and edge inference built on the NVIDIA Blueprint for Video Search and Summarization — orchestrated by the AI-GRID application-driven runtime that coordinates compute, agents, and services across distributed city and infrastructure environments. The platform also integrates All-Photonics Networking to reduce edge-to-AI latency from 10-30 µs to under 1 µs and is aligned with NVIDIA's three-computer solution (simulate, train, deploy), as documented in an official NVIDIA customer story and in Jensen Huang's COMPUTEX 2026 opening video.

The company serves city governments (Kaohsiung, Taipei, Taiwan's Ministry of Transportation and Communications, Ho Chi Minh City, City of San Jose), telecom operators (AT&T, T-Mobile, Chunghwa Telecom), and large industrial operators (a 9-plant petrochemical operator, a large power plant, an environmental bureau landfill deployment). It monetizes via quote-based enterprise platform licensing under multi-year written agreements, custom city-scale Physical AI deployments, and managed edge inference services, with all pricing set in bespoke contracts rather than public tiers. The go-to-market is enterprise-led, anchored on direct sales, channel co-sell with NVIDIA, AT&T, Cisco, T-Mobile, Nokia, Microsoft Azure, and AWS, and heavy demand generation at industry events including COMPUTEX, NVIDIA GTC, MWC Barcelona, ISC West, and the Smart City Expo World Congress.

As of January 2026, the company had 51-100 employees, a regional office in Kaohsiung (PIER F, established December 22, 2025), a US presence in Santa Clara, California, and an active operational deployment in Vietnam. It closed a US$35 million Series A funding round on January 5, 2026, led by Abico Group with NVIDIA participation, and is using the proceeds to fund global expansion across the United States, Latin America, Asia, the Middle East, and Europe.

Name

Linker Vision

Legal name

Linker Vision Co., Ltd.

Website

https://linkervision.com

Company type

Private

Founded year

2024

Operating status

Operating

Headcount range

51–100 employees

Short description

Linker Vision is a Taiwanese Physical AI platform company serving city governments, telecom operators, and industrial clients. Its Mirra, DataVerse, and Observ engines enable simulation, training, and deployment of video reasoning across distributed urban and infrastructure environments.

Ownership category

akta.pro rank

Product category

AI Platform / Physical AI Software

NAICS

Computer Systems Design Services (541512), Computer Systems Design and Related Services (54151), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (518210)

SIC

Search, Detection, Navagation, Guidance, Aeronautical Sys (3812), Services-Computer Integrated Systems Design (7373)

akta.pro industry

PRIMARYHDAAAEAK

3D Vision, Depth Sensing & Point Cloud Analytics

Hardware, Technology & Telecom/Artificial Intelligence & Machine Learning/Computer Vision & Video Analytics

SECONDARYHDAEANAI

AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI)

Hardware, Technology & Telecom/Enterprise Platforms & Databases/Artificial Intelligence Platforms for Enterprise

SECONDARYHDAAACAO

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

Hardware, Technology & Telecom/Artificial Intelligence & Machine Learning/Foundation Models & Generative AI (LLMs, multimodal)

SECONDARYHDAEANAH

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

Hardware, Technology & Telecom/Enterprise Platforms & Databases/Artificial Intelligence Platforms for Enterprise

Keywords

• Physical AI platform
• Smart city solutions
• Video analytics software
• AI simulation engine
• Spatial intelligence software

Headquarters

HQ city

Taipei

HQ country

Taiwan

HQ region

Asia

Offices4 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. Enterprise Platform Licensing: Recurring platform access fees for the Linker VisionAI Platform (Mirra, DataVerse, Observ modules) sold via 'Talk to Sales' engagement and bespoke written agreements. Terms of Service reference fees set out in separate written agreements or order forms, non-refundable.
2. Custom Enterprise / Government Deployments: Project-based revenue from city-scale Physical AI deployments integrating digital twins, agentic video reasoning, and AI-GRID orchestration for governments, telecom operators, and large industrial operators. Includes multi-camera rollouts across tens of thousands of endpoints.
3. Managed / Edge Inference Services: Deployment and management of VLM-powered edge inference with OTA updates, structured JSON alert APIs, and customizable rules engines, billed as part of multi-component platform contracts.

Pricing tiers

Go-to-market motion4 records

Distribution channels5 records

Marketing channels7 records

Core offering

Linker Vision develops a Physical AI software platform that enables smart city and smart space applications through three integrated engines: Mirra for simulation, DataVerse for training, and Observ for inference, all coordinated by the AI-GRID orchestration layer. The platform ingests video and sensor data from urban and industrial environments to deliver spatial intelligence for city governments, telecom operators, and industrial operators.

Product overview

Linker Vision's offering is a unified platform-plus-modules architecture marketed as the Linker VisionAI Platform, comprising three core engines — Mirra (simulation, for synthetic data generation on NVIDIA Omniverse), DataVerse (training, built around NVIDIA Cosmos Reason VLM and NVIDIA TAO), and Observ (inference, built on the NVIDIA Blueprint for Video Search and Summarization) — sitting on top of the AI-GRID orchestration layer. The platform is packaged into three industry solution bundles — Smart City Management, Smart Facility Management, and Smart Healthcare Management — that deliver end-to-end Physical AI and Reasoning AI deployments across city, industrial, and healthcare environments.

Differentiator

Problem solved

Functional benefit

Brands

• Observ: Observ™ — Inference Engine for deploying vision models and VLMs at scale for real-time, context-aware perception and reasoning.
• DataVerse
• Mirra
• Linker VisionAI Platform

Products and services

• Mirra Simulation Engine
• DataVerse Training Engine
• Observ Inference Engine
• AI-GRID Orchestration Layer
• Smart City Solution
• Smart Facility Solution

Quantifiable outcome

• Safety violations reduced from 210 (phase 1) to 34 (phase 2) at a large power plant, with near-100% camera uptime
• +4 more outcomes

Named customers11 records

Segments5 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

Integration12 records

AI capability15 records

Feature7 records

Partnerships

16 partnerships are on record, tiered flagship and core.

• Kaohsiung City GovernmentflagshipStrategic or Co-development Partner · 1 June 2026Anchor deployment partner for the AI-GRID platform and the co-developed Smart City VLM Benchmark. Eight city departments and three state-owned enterprises (Transportation Bureau, Sports Development Bureau, Mass Rapid Transit Bureau, Water Resources Bureau, Public Works Bureau, Taiwan International Ports Corporation, China Steel Corporation, Taiwan Power Company) participate in benchmark design and scenario contribution.
• Taiwan Ministry of Transportation and Communications (MOTC)flagshipStrategic or Co-development Partner · 1 June 2026Deployment partner extending autonomous video reasoning across transportation and operational intelligence scenarios including passenger flow analysis, congestion management, infrastructure coordination, and AI-assisted operational optimization.
• Taipei City GovernmentflagshipStrategic or Co-development Partner · 1 June 2026Deployment partner for AI-GRID and autonomous video reasoning agents, supporting traffic management, congestion, and public infrastructure coordination.
• NVIDIA (NemoClaw, Metropolis VSS Blueprint, Cosmos)flagshipTechnology or Integration · 1 June 2026Computex 2026 announcement: Linker Vision's AI-GRID platform is built with NVIDIA NemoClaw blueprint (secure long-running agents), NVIDIA Metropolis VSS Blueprint (scalable video AI deployment), and NVIDIA Cosmos (Physical AI and world foundation modeling). Powers autonomous video reasoning across Taiwan cities and MOTC.
• NVIDIA Cosmos CoalitionflagshipStrategic or Co-development Partner · 1 June 2026Linker Vision is referenced within the Cosmos Coalition ecosystem alongside founding members Agile Robots, Black Forest Labs, Generalist, LTX, Runway, and Skild AI to advance open world models across industries.
• AT&TflagshipStrategic or Co-development Partner · 18 March 2026AT&T, Cisco, and Linker Vision deploy Nvidia AI Grid technology at the network edge; live use case at AT&T's Discovery District in Dallas and commercial pilot with TanMar Companies. Linker Vision runs video reasoning AI workloads on edge nodes acting as AI grid nodes, bringing video reasoning closer to cameras and sensors for lower-latency operations. AT&T has six regional Cisco data centers in the US for edge inference workloads.
• CiscoflagshipTechnology or Integration · 18 March 2026Cisco manages six regional data center facilities for AT&T's AI Grid edge deployment, housing NVIDIA RTX PRO 6000 Blackwell Server Edition GPUs that run Linker Vision's vision AI workloads (perimeter monitoring, license plate recognition, and broader near-real-time computer vision).
• CanoncoreStrategic or Co-development Partner · 18 March 2026At NVIDIA GTC 2026, Linker Vision partnered with Canon to demonstrate a smart city AI solution involving edge computing devices. The integrated software-and-hardware solution is being adopted in the AI grid architecture of AT&T and Cisco.
• T-MobileflagshipStrategic or Co-development Partner · 16 March 2026T-Mobile pilots NVIDIA RTX PRO 6000 Blackwell Server Edition AI-RAN infrastructure with Nokia's anyRAN software. Linker Vision is one of the named developers deploying vision AI agents across T-Mobile's distributed edge network. Active smart-city project in San Jose integrates point cloud data, 3D digital twins, and vision AI for real-time traffic optimization.
• NokiacoreTechnology or Integration · 16 March 2026Provides the anyRAN software enabling T-Mobile's AI-RAN pilot. Linker Vision's vision AI agents run over this Nokia + NVIDIA + T-Mobile edge AI infrastructure.
• Microsoft AzureflagshipTechnology or Integration · 16 March 2026Linker Vision is actively testing a Physical AI toolchain on Azure that integrates the NVIDIA Physical AI Data Factory Blueprint with several Azure services, supporting scalable model development from raw to model-ready training datasets. Azure is also a cloud provider for the NVIDIA Physical AI Data Factory Blueprint.
• VoxelmapscoreTechnology or Integration · 16 March 2026Collaboration with Voxelmaps and Inchor for digital twin traffic simulation capabilities, testing the possibility of city operation agents that can perceive, simulate, reason, and act in the City of San Jose.
• InchorcoreTechnology or Integration · 16 March 2026Collaboration with Voxelmaps and Inchor for digital twin traffic simulation capabilities, testing the possibility of city operation agents that can perceive, simulate, reason, and act in the City of San Jose.
• NVIDIA Physical AI Data Factory Blueprint ecosystemflagshipStrategic or Co-development Partner · 16 March 2026Linker Vision named as a leading developer adopting the NVIDIA Physical AI Data Factory Blueprint, alongside FieldAI, Hexagon Robotics, Milestone Systems, Skild AI, Uber, and Teradyne Robotics. Blueprint expected on GitHub in April.
• Amazon Web Services (AWS)coreTechnology or Integration · 12 December 2025Participated in the AWS Joint Innovation Center Kaohsiung Demo Day (November 18, 2025) as part of 12 startup teams showcased for AI-driven enterprise modernization and smart city innovation.
• Chunghwa TelecomflagshipStrategic or Co-development Partner · 19 May 2025In partnership with Kaohsiung City and Chunghwa Telecom, Linker Vision builds scalable AI infrastructure to support real-time response, smart city operations, and digital governance. Deployment model is extending to state-owned enterprises and commercial applications.

Scale indicators10 records

Recent moves8 records

Expansion highlights6 records

Direct peers

• SparkCognition: SparkCognition builds enterprise AI for industrial, energy, and defense use cases including visual inspection and anomaly detection. Comparable to Linker Vision's Smart Facility deployments at power plants and petrochemical sites.
• Verkada: Verkada provides cloud-managed video security and AI-based analytics for facilities and city deployments. Overlaps with Linker Vision's Observ inference engine and Smart Facility / Smart City bundles for safety, PPE compliance, and intrusion detection.
• Ipsotek (Atos/Eviden): Ipsotek provides VLM and rule-based video analytics for transportation, cities, and critical infrastructure. Comparable to Linker Vision's agentic video reasoning and customizable rules engine for traffic, crowd, and safety scenarios.
• Landing AI: Landing AI provides a data-centric computer vision platform (including industrial inspection and Visual AI) with no-code training tooling. Comparable to Linker Vision's DataVerse training engine and Smart Facility bundle for industrial inspection use cases.
• Milestone Systems: Milestone is a leading open-platform video management software (VMS) provider widely used in city and enterprise surveillance. Named alongside Linker Vision in the NVIDIA Physical AI Data Factory Blueprint ecosystem, serving overlapping municipal and enterprise buyers.
• Hayden AI: Hayden AI builds AI-powered perception for smart cities, notably automated traffic enforcement and transit-priority use cases on city-owned camera networks. Comparable to Linker Vision's city-scale physical AI and agentic video reasoning for traffic and public transit deployments.
• BriefCam: BriefCam offers video analytics and VLM-powered summarization for security, safety, and operational intelligence from camera networks. Directly comparable to Linker Vision's Observ engine built on the NVIDIA Blueprint for Video Search and Summarization.

Emerging players

• Anyline: Anyline delivers mobile and edge computer-vision AI for license plate recognition, vehicle identification, and perimeter monitoring. Overlaps with Linker Vision's AT&T/Cisco AI Grid perimeter and license-plate recognition use cases.
• Scale AI: Scale AI provides data annotation, curation, and evaluation infrastructure for AI training, including for vision and VLM workloads. Overlaps with Linker Vision's DataVerse auto-labeling and benchmarking capabilities, especially for synthetic and real-world urban data.

Broad incumbents

• Genetec: Genetec is a large incumbent in unified security, video surveillance, and city operations centers. Competes with Linker Vision's Smart City management bundle as part of a broader public-safety and operations portfolio rather than a Physical AI specialist.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat6 records

Key risks5 records

Key highlights7 records

Customer concentration

• YouTubeyoutube.com/@linkervision
• LinkedInlinkedin.com/company/linker-vision

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds2 records

Investors8 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 Linker Vision