General Tensor
General Tensor builds infrastructure for the Bittensor decentralized AI network, operating validator and mining operations, running a 12-stage subnet incubation program, and developing consumer DeFi applications including Rubicon, 0xMarkets, and Backprop.Finance for delegators, traders, and AI professionals.
- Company typePrivate
- Founded2023
- HeadquartersTórtola, Spain
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What General Tensor does
General Tensor (formerly General TAO Ventures Inc., incorporated in the British Virgin Islands with operational headquarters in Toronto) is a vertically integrated infrastructure and applications company focused on the Bittensor decentralized AI network. Founded in 2023, the company operates across four functional layers: (1) validator infrastructure via its General Tensor Validator (GTV, formerly RoundTable21), which runs compute across nearly every Bittensor subnet and ranks 6th largest by delegation with 400k+ TAO from 6,000+ delegators at #1 APY across multiple subnets; (2) mining operations staffed by senior AI engineers competing on high-skill, high-compute subnets; (3) a 12-stage subnet incubation program that has launched SN23 Trishool, SN35 Cartha/0xMarkets, SN50 Synth, SN61 Red Team, and SN65 TPN; and (4) a portfolio of consumer-facing applications including Project Rubicon (a liquid staking and bridge protocol built on Chainlink CCIP), 0xMarkets (a forex and commodities DEX), and Backprop.Finance (an alpha token trading platform representing roughly one-third of Bittensor trading volume).
The company's core technology stack spans data center compute (with a stated goal of up to 1 GigaWatt of capacity through partnerships with Wild Sage Labs, Horizon Compute, Silvermine, and 1911 Data Centres), AI inference engines, and a vertically integrated balance sheet across data, inference, and compute. General Tensor monetizes through a 9% take rate on validator staking rewards, mining-generated TAO (reportedly at roughly 40x the cost efficiency of market purchase), and fees from trading and DeFi applications. Its go-to-market is community-led and partnership-driven: it serves Bittensor network participants (delegators, miners, validators), AI professionals building on Bittensor subnets, retail traders and investors, and increasingly institutional capital allocators via its Talisman Wallet integration. The company has raised $5M across an oversubscribed pre-seed led by Lvna Capital (December 2024) and a seed led by Good Morning Holdings (Goldman Sachs-affiliate) with Goldman Sachs participation. As of early 2026, headcount stood at 14, up from 3 at founding.
General Tensor firmographics
Firmographics- Name
- General Tensor
- Legal name
- General Tao Ventures Inc.
- Website
- https://generaltensor.io
- Company type
- Private
- Founded year
- 2023
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- General Tensor builds infrastructure for the Bittensor decentralized AI network, operating validator and mining operations, running a 12-stage subnet incubation program, and developing consumer DeFi applications including Rubicon, 0xMarkets, and Backprop.Finance for delegators, traders, and AI professionals.
- Ownership category
- akta.pro rank
General Tensor industry classification
Industry- Product category
- Decentralized AI Infrastructure
- NAICS
- Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (518), Custom Computer Programming Services (541511)
- SIC
- Security & Commodity Brokers, Dealers, Exchanges & Services (6200), Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- Decentralized GPU/AI Compute Networks (training/inference, GPU renting, model hosting) (FSAPALAC)
- akta.pro secondary industries
- Decentralized Compute Node Operators (e.g., GPU/CPU providers) (FSADAKAK), DEX Aggregation & On-Chain Execution (routing, RFQ, intent-based trading) (FSAPAEAD), GPU-Accelerated & AI Training/Inference Servers (HDACABAG)
Keywords
Where General Tensor is headquartered
LocationHeadquarters
- HQ city
- Tórtola
- HQ country
- Spain
- HQ region
- Europe
Offices2 records
Markets served
General Tensor business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Infrastructure, Personnel, Operations, Marketing or Sales
Revenue model
- Validator Take Rate: General Tensor Validator (GTV) charges a 9% take rate on staking rewards from delegators. This is the primary revenue stream from validator operations, generating passive income from the 400k+ TAO delegated to the validator.
- Mining TAO Generation: Mining operations generate TAO tokens through participation in Bittensor subnet competition. The company achieves approximately 40x cost efficiency compared to purchasing TAO on the market, creating arbitrage value through vertically integrated mining infrastructure.
- Backprop.Finance Trading Platform: Acquisition of Backprop Finance from Tensorplex Labs brings approximately one-third of Bittensor network's trading volume. Platform operates a trading terminal for Dynamic TAO subnet alpha tokens, generating revenue from trading activity with user base concentrated in Asian markets.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Transaction based/ take rate | Pay-as-you-go | Validator delegation with 9% take rate |
Go-to-market motion2 records
Distribution channels4 records
Marketing channels8 records
General Tensor product offering
Product offeringCore offering
General Tensor builds and operates decentralized AI infrastructure on the Bittensor network, running the General Tensor Validator (GTV) for TAO staking delegation, executing mining operations across high-compute subnets, incubating new Bittensor subnets, and operating a portfolio of DeFi applications (Project Rubicon, 0xMarkets, Backprop.Finance). The company provides a vertically integrated stack spanning data center compute, AI inference engines, and validator infrastructure with a 9% take rate on delegated TAO.
Product overview
General Tensor operates a vertically integrated business across the Bittensor decentralized AI ecosystem, consisting of infrastructure products (General Tensor Validator/GTV, Mining operations, Data Center partnerships), an Incubation Services division, and a portfolio of acquired applications (Project Rubicon, 0xMarkets, Backprop.Finance). The company functions as a platform-plus-modules architecture: the core infrastructure products (validator and mining) provide the foundation for network participation, subnet incubation generates new subnets, and the applications portfolio drives user adoption by making Bittensor accessible to investors, traders, and AI professionals. This stack creates a unified bet on decentralized AI by optimizing the core inputs of AI: Inference, Data, and Compute.
Differentiator
Problem solved
Functional benefit
Brands
- General Tensor Validator (GTV): One of the largest, most trustworthy and longest-standing validators on Bittensor, formerly known as RoundTable21.
- Project Rubicon
- 0xMarkets
- Backprop.Finance
Products and services
- General Tensor Validator (GTV) One of the largest and longest-standing validators on the Bittensor network (formerly RoundTable21). Runs critical compute infrastructure across nearly every subnet with a 9% take rate on staking rewards. Currently 6th largest by delegation with 6,000+ delegators and 400k+ TAO delegated.
- General Tensor Mining Mining infrastructure for the Bittensor network employing a team of Senior AI engineers to mine intelligence across high-skill, high-compute subnets, achieving top mining performance on two of the top five subnets.
- Subnet Incubation Services Joint ventures with aspiring teams and domain experts to architect novel subnets on Bittensor. Services include incentive design, miner and validator script production, alphanomic design, and go-to-market strategy. Incubated subnets include sn35 Cartha, sn65 TPN, sn61 Red Team, sn23 Trishool, and sn50 Synth.
- Project Rubicon The leading liquid staking and bridging protocol bringing Bittensor subnets to the Base ecosystem. Built in partnership with Chainlink using CCIP for cross-chain interoperability.
- 0xMarkets The world's first decentralised exchange for forex and commodities, powered by Bittensor (Subnet 35 Cartha). Collateralized with crypto and alpha tokens.
- Backprop.Finance One of Bittensor's leading alpha trading platforms for Dynamic TAO subnet alpha tokens. Controls approximately one-third of the network's trading volume with user base concentrated in Asian markets.
- Data Center Compute Partnerships Partnership pipeline with data center providers including Wild Sage Labs, Horizon Compute, Silvermine, and 1911 Data Centres to support mining and validating operations. Goal to build up to 1 GigaWatt of data centre capacity into vertically integrated balance sheet.
Quantifiable outcome
- TAO tokens generated at 40x cost efficiency of market purchase through vertically integrated operations
- +3 more outcomes
Companies that use General Tensor
Customer profileNamed customers2 records
Segments4 records
Ideal customer profiles4 records
General Tensor technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration2 records
Feature5 records
General Tensor partnerships and signals
Strategic signalPartnerships
Ten partnerships are on record, tiered core, secondary and supporting.
- Talisman WalletcorePartnership to create an institutional on-ramp to the Bittensor network. Integrates Talisman's secure wallet solutions (holding approximately $2 billion in cross-chain assets, with about half deployed on Bittensor) with General Tensor's validator, mining, and application stack. Talisman's Signet product serves as the only production-grade multi-sig interface available to institutional allocators on the network. Collaboration addresses barriers in security, custody, and compliance while building foundational infrastructure for an autonomous agent economy. Formal introduction scheduled for Proof of Talk 2026 in Paris.
- Tensorplex LabscoreAcquisition of Backprop Finance from Tensorplex Labs, transferring one of the ecosystem's highest-volume decentralized trading platforms to General Tensor. Backprop Finance operates a trading terminal for Dynamic TAO subnet alpha tokens with user base concentrated in Asian markets. Deal backed by $5 million prior funding. Transaction adds substantial trading activity and dedicated developer team.
- TAO InstitutesecondaryGeneral Tensor partnered with TAO Institute to build the Subnet Risk Index (SRI), an open-source scoring framework evaluating Bittensor's ~128 active subnets across four dimensions: Emission Viability, Market Structure, Economic Sustainability, and Governance Operations. Platform offers tiered access with free delayed analytics and enterprise real-time intelligence.
- Chainlink LabscorePartnership to build Project Rubicon, the leading liquid staking and bridging protocol bringing Bittensor subnets to the Base ecosystem. Built on Chainlink's Cross-Chain Interoperability Protocol (CCIP), the world's most secure interoperability protocol. Chainlink Labs Head of CCIP GTM provided testimonial emphasizing General Tensor's dedication to Bittensor's longevity and sustainability.
- Vanta TradingsecondaryPartnered with Vanta Trading to launch Subnet 35 Cartha and 0xMarkets. Vanta Trading contributes to the forex and commodities perpetual dex collateralized with crypto and alpha tokens.
- Yuma GroupsecondaryPartnered with Yuma Group to incubate Subnet 23 (Trishool) alongside kardashev_i. Trishool focuses on AI-Human Alignment by incentivizing miners to jailbreak frontier models with malicious prompts.
- Horizon ComputesupportingData centre partner in General Tensor's pipeline of data center partners to support mining and validating operations. Part of strategy to build up to 1 GigaWatt of data centre capacity.
- SilverminesupportingData centre partner in General Tensor's pipeline of data center partners. Part of strategy to build up to 1 GigaWatt of data centre capacity into vertically integrated balance sheet.
- 1911 Data CentressupportingData centre partner in General Tensor's pipeline of data center partners. Part of strategy to build up to 1 GigaWatt of data centre capacity into vertically integrated balance sheet.
- Wild Sage LabscoreData center partner operating the General Tensor Validator (formerly RoundTable21) from underground data center bunker infrastructure. Wild Sage Labs team has operated the validator from day one, scaling with Bittensor as it grew from early experiments to dozens of subnets. Team helped restore TAO market data and obtain verified listing status on CoinMarketCap and CoinGecko.
Scale indicators9 records
Recent moves9 records
Expansion highlights6 records
General Tensor competitors and assessment
Company assessmentBroad incumbents
- Filecoin: Largest decentralized storage network with token-incentivized storage providers. Comparable as a token-driven DePIN network where participants earn block rewards for providing infrastructure services.
- CoreWeave: Large-scale centralized GPU cloud provider serving AI/ML workloads. Comparable in target customer (AI compute demand) and infrastructure scale ambitions, though delivered via centralized rather than decentralized infrastructure.
- Together AI: AI cloud platform providing GPU compute for training and inference at scale. Comparable in serving AI compute demand with infrastructure-led positioning, though as a centralized provider rather than decentralized network.
Direct peers
- Render Network: Decentralized GPU compute network focused on rendering and increasingly AI inference. Comparable as a token-incentivized distributed compute network with node operator economics similar to General Tensor's mining operations.
- Livepeer: Decentralized video transcoding network with token-incentivized node operators and validators. Operates a similar validator/miner economics model within a single-purpose decentralized compute network.
- Akash Network: Decentralized cloud compute marketplace that connects data center operators with users needing GPU/CPU resources. Directly comparable business model of tokenized, distributed compute provisioning with miner/provider economics.
- Hivemapper: DePIN network using token incentives to crowdsource physical infrastructure (mapping data). Comparable in operating a tokenized DePIN ecosystem with node operators earning emissions for contributing infrastructure services.
- Tensorplex Labs: Bittensor ecosystem native company that built subnet/DeFi applications and sold Backprop Finance to General Tensor. Operates in the same subnet incubation, AI tooling, and Bittensor infrastructure categories.
- io.net: Decentralized GPU network aggregating underutilized compute for AI/ML workloads. Operates in the same DePIN GPU compute category as General Tensor's mining and data center build-out strategy.
Emerging players
- Gensyn: Decentralized protocol for ML training compute with token-incentivized node operators. Adjacent to Bittensor subnets focused on AI training/inference and shares the DePIN AI compute thesis.
Market position
Strengths4 records
Weaknesses4 records
Competitive moat6 records
Key risks6 records
Key highlights6 records
Customer concentration
General Tensor social profiles
Digital presenceGeneral Tensor financial estimates
Financial estimateRevenue estimate
Valuation estimate
General Tensor leadership team
Management profileNumber of profiles
Profiles3 records
General Tensor subsidiaries and ownership
Company hierarchySubsidiaries4 records
General Tensor funding detail
Funding detailFunding overview
Funding rounds2 records
Investors6 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
General Tensor M&A and investment
M&A and investmentM&A1 record
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about General Tensor
What does General Tensor do?
General Tensor builds and operates decentralized AI infrastructure on the Bittensor network, running the General Tensor Validator (GTV) for TAO staking delegation, executing mining operations across high-compute subnets, incubating new Bittensor subnets, and operating a portfolio of DeFi applications (Project Rubicon, 0xMarkets, Backprop.Finance). The company provides a vertically integrated stack spanning data center compute, AI inference engines, and validator infrastructure with a 9% take rate on delegated TAO.
Is General Tensor a public or private company?
General Tensor is a private company. It is classified as venture growth investor backed and is currently operating.
When was General Tensor founded?
General Tensor was founded in 2023. It employs 1 to 10 people.
Where is General Tensor based?
General Tensor is headquartered in Tórtola, Spain, in the Europe region.
How does General Tensor make money?
Three revenue lines are on record. Validator Take Rate is the primary driver. The others are mining TAO Generation and backprop.Finance Trading Platform.
Who are General Tensor's main competitors?
Broad incumbents on record are Filecoin, CoreWeave and Together AI. Direct peers are Render Network, Livepeer, Akash Network, Hivemapper, Tensorplex Labs and io.net. Gensyn is listed as an emerging player.
Does General Tensor have an API?
No public API is recorded for General Tensor.
What industry is General Tensor in?
General Tensor's product category is Decentralized AI Infrastructure. Its primary akta.pro industry code is FSAPALAC, Decentralized GPU/AI Compute Networks (training/inference, GPU renting, model hosting), with a secondary code of FSADAKAK, Decentralized Compute Node Operators (e.g., GPU/CPU providers). Its NAICS code is 518 and its SIC code is 6200.