Tensor Networks

What Tensor Networks does

Tensor Networks is a Sunnyvale, California-based private company founded in 2019 that develops patented software for AI network infrastructure. Its core technology is the Predictive Tensor Control Plane (PTCP), a topographic, geodesic, and deterministic software overlay that runs on existing SONiC Leaf/Spine switches to synchronize AI workloads and optimize GPU fabric performance. This is paired with Tensor-Network Quantum Gravity (TNQG), a patented mathematical framework used to enforce topological cages for cybersecurity. The company markets a platform-plus-modules portfolio: PTCP AI Factory (core AI network synchronization), SARAHAI (predictive AI platform for government/enterprise deployment), PTCP Zero-Day (cybersecurity), PTCP Accelerate (performance), and PTCP Physical AI (robotics/physical-world AI).

The company operates with 1–10 employees and reports no disclosed revenue or named customers, suggesting a pre-commercial or early-pilot stage. Revenue mechanics are subscription-recurring based on enterprise and government licensing of the PTCP platform, with go-to-market executed through enterprise field sales (with a test pilot program) and a strategic distribution partnership with Carahsoft, announced in October 2025, targeting federal, state, and local government agencies. Primary customer segments are government agencies, mission-critical industries (defense, healthcare, financial services, critical infrastructure), and large enterprise operators of 10,000+ GPU data centers. The company claims potential cost savings of $50 million annually for a 10,000-GPU data center deploying PTCP, though this is a vendor-supplied projection rather than independently validated. Leadership consists of Eric Frazier (CEO) and Bill Walker (CTO); no broader management team, headcount growth metrics, institutional investors, or board composition is disclosed.

Name

Tensor Networks

Legal name

Tensor Networks

Website

https://airamp.net

Company type

Private

Founded year

2019

Operating status

Operating

Headcount range

1–10 employees

Short description

Tensor Networks develops patented software overlays (PTCP and TNQG) that optimize AI workload performance and cybersecurity on existing SONiC data-center switches, targeting government agencies and large enterprise GPU data centers through direct sales and a Carahsoft channel partnership.

Ownership category

akta.pro rank

Product category

AI Network Infrastructure Software

NAICS

Computer Systems Design and Related Services (54151)

SIC

Computer Communications Equipment (3576), Services-Computer Programming Services (7371)

akta.pro industry

PRIMARYHDAAAAAA

AI Accelerators (GPUs/TPUs/NPUs/ASICs)

Hardware, Technology & Telecom/Artificial Intelligence & Machine Learning/AI Infrastructure & Compute (GPUs/ASICs, accelerators)

SECONDARYHDAAAKAL

Audit, Explainability & Accountability Tooling (traceability, reporting)

Hardware, Technology & Telecom/Artificial Intelligence & Machine Learning/AI Security, Privacy & Model Governance

Keywords

• AI network synchronization
• Predictive AI platform
• Network control plane
• Zero-day cybersecurity
• AI data center optimization

Headquarters

HQ city

Fukuoka

HQ country

Japan

HQ region

Asia

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. PTCP Platform Licensing: Enterprise licensing of the Predictive Tensor Control Plane platform to government agencies and mission-critical industries for AI infrastructure optimization and cybersecurity applications.
2. SARAHAI Predictive AI Solutions: Sale and deployment of SARAHAI predictive AI platform solutions through channel partners to public sector and enterprise customers.

Go-to-market motion2 records

Distribution channels1 record

Marketing channels3 records

Core offering

Tensor Networks develops and licenses the Predictive Tensor Control Plane (PTCP), a patented software overlay that synchronizes AI networks on existing SONiC Leaf/Spine hardware to improve tokens-per-second performance. Its product family includes the PTCP AI Factory platform, the SARAHAI predictive AI solution, PTCP Zero-Day cybersecurity, and PTCP Accelerate, sold primarily to government agencies, mission-critical industries, and large enterprise GPU data centers.

Product overview

Tensor Networks offers a platform-plus-modules architecture centered on the Predictive Tensor Control Plane (PTCP) technology. The core product portfolio consists of PTCP AI Factory (the main AI network synchronization platform), SARAHAI (a predictive AI platform for government and enterprise deployment), and PTCP Zero-Day (a cybersecurity add-on module). Supporting technologies include Tensor-Network Quantum Gravity (TNQG) and PTCP Accelerate. The products work together as an integrated stack: PTCP provides the underlying geodesic and deterministic software overlay infrastructure, while PTCP AI Factory, SARAHAI, and Zero-Day serve as distinct product layers built upon this core technology, delivering AI network synchronization, predictive AI solutions, and zero-day threat protection respectively.

Differentiator

Problem solved

Functional benefit

Brands

• PTCP AI Factory: AI Factory solution for enterprise and government deployments
• SARAHAI
• PTCP Zero-Day
• PTCP (Predictive Tensor Control Plane)
• TNQG (Tensor-Network Quantum Gravity)

Products and services

• PTCP AI Factory Core AI network synchronization platform providing performance and security improvements over existing network infrastructure, utilizing the Predictive Tensor Control Plane to deliver enhanced tokens-per-second for AI workloads for government and large enterprise customers.
• SARAHAI Predictive AI platform that enables deployment of Tensor Networks' AI solutions across government agencies and mission-critical industries, and forms the foundation of the strategic partnership with Carahsoft to deliver predictive AI solutions to the public sector.
• PTCP Zero-Day Cybersecurity solution that uses the Predictive Tensor Control Plane and Tensor-Network Quantum Gravity to enforce a topological cage based on mathematical network laws rather than software code, providing zero-day threat protection for AI networks and mission-critical systems.
• PTCP Physical AI

Quantifiable outcome

• Potential savings of $50 million per year for 10,000 GPU data center infrastructure
• +2 more outcomes

Segments3 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Feature6 records

Partnerships

One partnership is on record.

• CarahsoftcoreChannel Partner/ Reseller/ Distributor · 14 October 2025Tensor Networks announced a strategic partnership with Carahsoft to promote predictive AI solutions to the public sector. The partnership leverages Tensor Networks' SARAHAI platform and enables deployment across various government agencies and mission-critical industries. Carahsoft provides their established reseller network and government contract vehicles to facilitate market access for Tensor Networks' solutions.

Scale indicators1 record

Recent moves5 records

Expansion highlights5 records

Direct peers

• Arista Networks: Leading provider of high-performance data center networking switches (including SONiC-based platforms) with deep focus on AI/ML east-west traffic optimization through its Etherlink portfolio. Directly comparable as a competitor for AI data center network performance, though at much larger scale and broader product footprint.
• DriveNets: Cloud-native networking software company that runs network operating systems on white-box hardware and is heavily invested in SONiC-based architectures for hyperscale and telecom networks. Closely comparable as a software-overlay networking model targeting AI and cloud data centers.
• Pluribus Networks: SONiC-focused networking software company building disaggregated networking solutions for data centers. Comparable as a similarly-sized software-overlay networking peer targeting the same SONiC-based AI data center opportunity.

Broad incumbents

• Nvidia: Dominant AI infrastructure provider whose Spectrum-X networking platform is purpose-built for AI workloads, competing directly with Tensor's value proposition of optimizing east-west GPU traffic. Relevant as the primary strategic threat and potential acquirer for AI-specific networking IP.
• Cisco Systems: Networking incumbent with Silicon One ASICs, Nexus switches, and AI-focused networking products. Comparable as a broad enterprise/government networking competitor with significantly deeper R&D resources and established federal sales motion that competes for the same buyer budgets.
• Juniper Networks: Enterprise networking vendor with Mist AI and Apstra fabrics targeting data center and AI workloads. Comparable as an incumbent networking competitor with broader portfolio and established enterprise/government sales channels, particularly post the HPE acquisition process.
• Broadcom: Dominant supplier of networking silicon (Tomahawk, Jericho) and owner of VMware, deeply embedded in AI data center infrastructure. Comparable as an incumbent whose switching silicon underpins most modern AI fabrics and which could embed comparable optimizations at the silicon level.
• CrowdStrike: Leading cybersecurity platform with strong government and enterprise footprint, including zero-day and advanced threat protection capabilities. Comparable as an incumbent competitor to Tensor's PTCP Zero-Day cybersecurity value proposition, with far greater sales scale and brand recognition.

Emerging players

• Cornelis Networks: Provider of high-performance networking for HPC and AI workloads, spun out of Intel's Omni-Path architecture. Comparable as a focused AI/HPC networking competitor targeting similar GPU cluster optimization use cases, though at a more infrastructure-heavy hardware level.
• Xsight Labs: AI-focused networking semiconductor company building programmable switch silicon for hyperscale and AI data centers. Comparable as an emerging AI-networking peer tackling the same east-west traffic and topology optimization challenges, though at the silicon layer.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks1 record

Key highlights6 records

Customer concentration

• YouTubeyoutube.com/channel/UCtjsS9RvW3baY1BA7JJmkUg
• LinkedInlinkedin.com/company/airamp

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

Funding overview

Funding rounds3 records

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A1 record

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Tensor Networks