What NeoTensr does

NeoTensr (legal name: Neo Tensor (Chongqing) Technology Co., Ltd.) is a privately held Chinese AI edge computing company headquartered in the Western Chongqing Hi-tech Zone that builds a full-stack domestic edge computing platform spanning chips, operating system, and scenario applications. Its core technology is a proprietary Graph Stream Processor (GSP) architecture instantiated in the NEO CORE 1P-A PCIe AI inference accelerator (16-64 TOPS), which serves as the building block for the NEO MESH product family: GPU-heterogeneous rack servers (1M-E), 1U and 2U rack servers (1L-E-1, 1P-E), industrial-grade outdoor devices (1L-I), and compact indoor edge boxes (1P-A, 1L-A). The NEO MESH 1M-E adds hybrid CPU/GPU acceleration and supports VLM/LLM processing and model fine-tuning, and the software layer includes the NT Edge AI operating system, NT AI development framework, real-time data pipeline, equipment management platform, and security suites.

The company targets enterprise customers across six vertical sectors — smart transportation, smart campus, smart community, smart energy, intelligent manufacturing, and intelligent security — via an enterprise field-sales motion that emphasizes privatization delivery, PoC evaluation, and solution assessment services. Revenue is generated through three streams: hardware sales (accelerator modules, servers, edge devices), software and platform solutions (sold as integrated or standalone subscriptions), and professional services (scenario analysis, computing-power selection, deployment planning). Pricing is not publicly disclosed and quick-response consultation is offered within 24 hours on weekdays.

In June 2026 NeoTensr formalized a trilateral strategic cooperation with Nokia's Asia Pacific AI & Cloud Business Team and Blaize (whose accelerator boards are integrated into NeoTensr servers), covering computing infrastructure, edge AI innovation, smart scenario implementation, and overseas market coordination. The company operates as a self-funded private enterprise with no disclosed institutional investors, parent company, funding rounds, M&A activity, or patents/trademarks on file; its primary legal entity is incorporated in Chongqing, China, and its current market footprint is China-focused with overseas expansion signaled via the Nokia partnership.

Name

NeoTensr

Legal name

Neo Tensor (Chongqing) Technology Co., Ltd

Website

https://neotensr.com

Company type

Private

Operating status

Operating

Short description

NeoTensr is a privately held Chongqing-based Chinese company that designs proprietary Graph Stream Processor-based edge AI accelerators (NEO CORE) and the NEO MESH server/device family, sold with full-stack software and vertical solutions to enterprise customers in smart transportation, campus, community, energy, manufacturing, and security.

Ownership category

akta.pro rank

Product category

Edge Computing Hardware

NAICS

Computer Systems Design and Related Services (54151), Computer Systems Design and Related Services (5415), Custom Computer Programming Services (541511)

SIC

Computer Peripheral Equipment, Nec (3577), Services-Prepackaged Software (7372)

akta.pro primary industry

Edge AI Hardware & NPUs (SoCs, modules, accelerators) (HDAAAJAC)

akta.pro secondary industries

AI Inference Hardware & Edge Accelerators (HDAAAAAC), Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC), On-Device Inference Runtimes & SDKs (mobile/embedded) (HDAAAJAB)

Keywords

• Edge computing hardware
• AI inference accelerators
• Edge AI servers
• Industrial edge devices
• Edge AI software platforms

Headquarters

HQ city

Chongqing

HQ country

China

HQ region

Asia

Offices1 record

Markets served

GTM type

B2B

Offering type

Hardware or Manufacturing

Cost components

Technology or R&D, Supply Chain, Personnel, Operations, Marketing or Sales

Revenue model

1. Hardware Products: Sale of edge AI hardware including AI inference accelerators (NEO CORE series), edge servers (NEO MESH series), and compact edge devices. Hardware products are sold as complete units with acceleration modules and software capabilities.
2. Software and Platform Solutions: Edge AI operating system, development framework, real-time data pipeline, equipment management platform, and security suites. Sold as part of integrated solutions or standalone licenses.
3. Solution Services: Privatization delivery, PoC evaluation, solution assessment, and scenario-specific implementation services. Includes scenario analysis, computing power selection, and deployment path planning.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels3 records

Core offering

NeoTensr provides full-stack domestic edge computing solutions spanning AI inference accelerators (NEO CORE 1P-A), edge servers and compact edge devices (NEO MESH series), and an edge AI software platform (NT Edge OS, development framework, real-time data pipeline, equipment management, security suites). Offerings are bundled with privatization delivery, PoC evaluation, and solution assessment services to enable enterprise-grade local AI inference for smart transportation, campus, community, energy, manufacturing, and security scenarios.

Product overview

NeoTensr offers a full-stack domestic edge computing portfolio comprising hardware products (AI accelerator modules, rack-mount servers, and compact edge devices) and software platforms (edge AI operating system, development framework, data pipeline, equipment management, and security suites). The NEO CORE 1P-A is the core AI inference accelerator module, available in two performance tiers (16 TOPS and 64 TOPS), which serves as the acceleration building block for the NEO MESH product family. The NEO MESH series includes GPU heterogeneous rack servers (1M-E), 1U and 2U rack-mount servers (1L-E-1, 1P-E), and compact edge devices (1P-A, 1L-I, 1L-A) targeting data centers, industrial, and indoor/outdoor edge deployments. Software layer includes NT Edge AI Operating System, NT AI Development Framework with transfer learning/fine-tuning support, real-time data pipeline, equipment management platform, and security suites. The Neo Edge Intelligence Computing System provides vertical solutions for smart transport, campus, community, energy, manufacturing, and security sectors.

Differentiator

Problem solved

Functional benefit

Products and services

• NEO CORE 1P-A AI Inference Accelerator High-performance PCIe interface AI inference accelerator based on Graph Stream Processor (GSP) architecture, designed for industrial PCs and servers. Available in 16 TOPS single-chip (4 GB LPDDR4) and 64 TOPS four-chip (16 GB LPDDR4) configurations with PCIe Gen 3.0 x4/x16 bus and active or passive cooling. Targeted at system integrators and enterprise IT/OT teams building edge AI appliances.
• NEO MESH 1M-E Hybrid Computing Server High-performance hybrid computing device combining NEO CORE 1P-A with GPU dual acceleration architecture, designed for data centers and computer rooms. Supports VLM/LLM processing, model fine-tuning, up to 14,720 frames per second AI inference, and up to 512x1080P video streams. For enterprise customers running large-scale multimodal AI workloads.
• NEO MESH 1L-E-1 1U Rack-Mount Server High-density 1U AI computing device equipped with Xplorer X1600E EDSFF accelerator cards for data center environments. Delivers 7,360 frames per second AI processing and supports up to 256x1080P video streams with up to 32 Blaize EDSFF accelerator cards. For enterprise data center deployments.
• NEO MESH 1P-A Compact Edge Device PCIe edge box form factor indoor edge AI device supporting NEO CORE 1P-A series acceleration modules, delivering 230-920 frames per second AI processing. Designed for indoor scenarios including elderly care and retail applications.
• NEO MESH 1L-I Industrial-Grade Edge Computing Device High-performance industrial-grade edge computing equipment equipped with Pathfinder P1600 SOM or NEO CORE 1P-A. Features 230 frames per second AI processing, with high-temperature and corrosion resistance for outdoor use in intelligent transportation, outdoor security, and industrial IoT scenarios.
• NEO MESH 1P-E 2U Rack-Mount Server High-performance 2U AI computing device equipped with up to 16x NEO CORE 1P-A accelerator cards, delivering maximum 14,720 frames per second AI processing and 512x1080P video streaming. Designed for data centers requiring extremely large-scale local AI processing.
• NEO MESH 1L-A Compact Edge Computing Device Compact edge computing device with Pathfinder P1600 SOM and 2x ARM A53 CPU, delivering 230 frames per second AI processing for 8x 1080P video streaming. Designed for vending machines, industrial quality inspection, and embedded system integration.
• NT Edge AI Operating System Edge AI operating system and development framework that integrates software and hardware capabilities to achieve model optimization deployment and edge data flow management. For enterprise developers and integrators building edge AI applications.
• NT AI Development Framework Development framework supporting AI model transfer learning and fine-tuning, enabling deployment of optimized models on edge devices. For enterprise AI developers and solution integrators.
• NT Real-time Data Pipeline Software component for managing real-time data flow at the edge, enabling continuous data processing and analysis. For enterprise IT teams deploying edge AI data infrastructure.
• NT Equipment Management Platform Platform for managing and monitoring edge computing equipment and devices across deployments. For enterprise operations teams managing distributed edge AI fleets.
• NT Security Suites Security software suite providing protection for edge computing deployments. For enterprise IT security teams operating edge AI infrastructure.
• Neo Edge Intelligence Computing System Edge intelligence computing system built around edge computing and foundational algorithms, covering six major energy scenarios for digital transformation of the energy industry. For energy sector enterprises modernizing grid operations and consumption.

Quantifiable outcome

• Maximum 14,720 frames per second AI processing capability
• +3 more outcomes

Named customers6 records

Segments6 records

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability5 records

Feature5 records

Partnerships

Two partnerships are on record, tiered core.

• NokiacoreStrategic or Co-development Partner · 29 June 2026NeoTensor welcomed Nokia's Asia Pacific AI & Cloud Business Team on June 29, 2026, for an inspection and exchange visit. The three parties (NeoTensor, Nokia, and Blaize) held in-depth strategic discussions focusing on computing infrastructure development, edge computing technological innovation, smart scenario implementation, and overseas market coordination. Key consensus was reached on regular, multi-dimensional strategic cooperation.
• BlaizecoreTechnology or Integration · 29 June 2026NeoTensor held strategic discussions with Blaize alongside Nokia on June 29, 2026. Blaize provides accelerator technology integrated into NeoTensor servers. Testing of NeoTensr servers equipped with Blaize boards is progressing in an orderly manner. The three parties explored cooperation in computing infrastructure, edge computing innovation, and overseas market coordination.

Scale indicators4 records

Recent moves4 records

Expansion highlights5 records

Direct peers

• Blaize: US-based edge AI accelerator company whose silicon is integrated into NeoTensr's NEO MESH 1L-E-1 server. Both target low-power on-device inference for vision and edge AI workloads, making Blaize both a partner and a directly comparable chip architecture competitor.
• Hailo: Israeli edge AI processor company offering TOPS-class NPUs and a software stack for industrial, retail, and smart-city inference. Closely comparable to NeoTensr on product category (edge AI accelerators + SDK) and target verticals.
• Cambricon Technologies: China-listed AI chip designer producing accelerators for edge and cloud inference. Overlaps with NeoTensr on AI silicon targeting Chinese enterprise and smart-city deployments, though Cambricon is larger and more established.
• Intellifusion: Chinese AI chip and solution provider focused on edge vision AI for smart cities, transportation, and public safety. Directly competes with NeoTensr in the intelligent security and smart transportation verticals.
• Horizon Robotics: Chinese edge AI chip company focused on intelligent driving and AIoT inference, with comparable chip-plus-algorithm positioning. Most relevant Chinese peer to NeoTensr in terms of full-stack edge AI offering and vertical solutions play.

Broad incumbents

• Inspur Electronic Information Industry: Large Chinese server and edge infrastructure vendor offering AI servers and edge appliances. Comparable channels into government and enterprise buyers, with a broader portfolio but less specialized edge AI positioning.
• NVIDIA (Jetson / EGX): Global incumbent in edge AI with Jetson modules and edge servers, dominating the developer ecosystem. While not a domestic peer, it sets the competitive benchmark for performance and software tooling that NeoTensr must match.
• Huawei (Ascend/Atlas): Broad incumbent offering Ascend AI accelerators and Atlas edge servers for enterprise and smart-city markets in China. Significantly larger and more diversified, but competes directly for the same edge AI workload customers NeoTensr targets.
• Intel (OpenVINO / Movidius): Provides edge AI silicon (Movidius VPU) and the OpenVINO inference toolkit widely used for edge deployments. Competitor on the hardware layer and on the inference runtime/SDK layer that corresponds to NeoTensr's NT Edge OS.

Emerging players

• ThinkForce: Shanghai-based AI chip startup developing inference accelerators for edge and embedded usage. Comparable as a domestic Chinese-edge AI silicon challenger targeting similar enterprise and IoT use cases.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat3 records

Key risks5 records

Key highlights6 records

Customer concentration

Revenue estimate

Valuation estimate

Number of profiles

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 NeoTensr