AGM Group Advances Commercialization Plans for AI-Enabled Desktop DePIN Node

AGM Group outlines how a Bitcoin-focused desktop DePIN node and cloud AI services could extend its hardware business and service revenue mix.

Rhea-AI Summary

AGM Group (AGMH) detailed next steps to commercialize a jointly developed desktop DePIN node with HashBeaver, moving from pilot production toward volume manufacturing and global sales preparation.

The device targets homes, offices and developers, using a dedicated ASIC to perform SHA-256 hashing for Bitcoin mining, with planned connectivity to decentralized physical infrastructure networks and AI-assisted device management. AGM plans to advance testing, obtain required certifications and align production with confirmed orders and sales-channel performance. The company is also evaluating AI-based device operations support, natural-language assistants and integration with HashBeaver’s planned cloud AI services, aiming to create potential recurring revenue from management subscriptions, remote operations, value-added support and usage-based AI services. AGM positions the node as a complement to its all-flash AI server line now in volume production.

News Explained

The node has no established revenue yet: hardware revenue awaits delivery, while service economics depend on future contracts and revenue-sharing terms.

AGM Group says its desktop DePIN node remains at the pilot-production stage while it prepares for volume manufacturing and sales; the disclosed revenue basis is prospective rather than established.

Hardware revenue is tied to actual deliveries, and inventory production or sales-channel interest alone is not recognized revenue. Potential subscriptions, maintenance and cloud-AI revenue remain dependent on future development, contracts, pricing and revenue-sharing terms.

Argus 15 min delay

-4.87% vs previous close $0.78 last price 143.3x rel. volume Open Argus

Details

Market reaction after partnership commercialization update: AGMH -4.87%

$0.76 $0.85 Day Range

$3.75M Market Cap

Following this news, AGMH has declined 4.87%, reflecting a moderate negative market reaction. Our momentum scanner has triggered 4 alerts so far, indicating moderate trading interest and price volatility. The stock is currently trading at $0.78. Trading volume is exceptionally heavy at 143.3x the average, suggesting significant selling pressure.

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Market Context

Pre-publication, AGMH was down 4.27%; the sole momentum peer moving in the same direction, BTCT, was...

Analysis

Pre-publication, AGMH was down 4.27%; the sole momentum peer moving in the same direction, BTCT, was down 3.27%. This positioned the commercialization-plans announcement against a company-specific rather than broad peer move.

Key Terms

asic, sha-256, depin, performance obligations

4 terms

asic technical

"purpose-built application-specific integrated circuit (“ASIC”) to perform SHA-256 hashing"

ASIC is Australia’s corporate, markets and financial services regulator that enforces rules for companies, financial advisers and market operators; think of it as the referee and rulebook keeper for financial activity. It matters to investors because ASIC’s oversight, investigations and enforcement actions affect company credibility, legal risk and market fairness—actions that can change stock prices, investor confidence and the safety of financial products.

sha-256 technical

"integrated circuit (“ASIC”) to perform SHA-256 hashing for Bitcoin mining"

A SHA-256 is a mathematical method that turns any piece of data into a fixed-length string of characters acting like a one-way digital fingerprint: the same input always produces the same output, but you cannot reconstruct the original data from the fingerprint. Investors care because it is widely used to verify data integrity, secure transactions and identities, and underpin blockchain records; if these fingerprints change, it signals tampering or failure.

depin technical

"connectivity with decentralized physical infrastructure networks (“DePIN”)"

Decentralized physical infrastructure networks (DePIN) are systems where many independent participants use digital tokens and open software to build, operate and maintain real-world hardware such as wireless hotspots, sensors, or storage nodes. For investors, DePINs matter because they create new ways to fund and earn from physical services without a single company in control—similar to a community-owned utility where contributors are rewarded for providing and maintaining equipment, which can affect token value, service adoption, and regulatory risk.

performance obligations financial

"actual contracts and satisfaction of the applicable performance obligations"

Performance obligations are the specific promises a company makes to deliver goods or services to a customer under a contract, treated as separate deliverables when a customer can benefit from them on their own. Investors care because these promises determine when and how much revenue a company records — like breaking a bundled purchase into separate billable parts — which affects reported earnings, growth trends and the clarity of future cash flows.

AI-generated analysis. How Rhea-AI works. Not financial advice.

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Collaboration with HashBeaver focuses on production readiness and global sales, while evaluating AI device management and cloud services

NEW YORK, Sept. 15, 2026 (GLOBE NEWSWIRE) -- AGM Group Holdings Inc. (NASDAQ: AGMH, “AGM Group” or the “Company”) today outlined commercialization plans for the desktop DePIN node it is jointly developing with HashBeaver. Building on the previously disclosed pilot production stage, the Company intends to advance preparations for volume production, develop sales channels and evaluate AI service integration. These efforts are intended to generate incremental hardware sales revenue through product deliveries while exploring recurring revenue opportunities from node management and AI services.

On September 8, 2026, the Company announced the joint development project with HashBeaver and disclosed that the product had entered pilot production. Designed for homes, offices and developers, the node uses a purpose-built application-specific integrated circuit (“ASIC”) to perform SHA-256 hashing for Bitcoin mining. Planned features include connectivity with decentralized physical infrastructure networks (“DePIN”) and AI-assisted device management.

Preparing for Volume Production and Sales

AGM Group intends to apply its systems engineering, manufacturing quality management and supply chain coordination capabilities to advance product testing, obtain applicable certifications and prepare for volume manufacturing with HashBeaver. The parties plan to evaluate direct sales through official websites, regional distribution and bulk purchases by partners as part of a phased product rollout in markets where permitted by applicable law.

Once the product is ready for delivery and the relevant commercial arrangements are in place, AGM intends to generate revenue from hardware supply, systems integration and agreed technical support services. The Company plans to align production batches and inventory with confirmed orders and sales-channel performance, with delivery expansion guided by actual customer demand.

The Company believes the desktop node could extend its hardware business to individual users and smaller organizations, adding a new product category to its offerings. As commercial deliveries commence and ongoing sales grow, the business could contribute incremental revenue. The Company intends to monitor delivery volumes, realized selling prices, unit manufacturing costs and after-sales expenses to support the product’s commercial sustainability.

Evaluating AI Management and Cloud Services

The product’s planned AI capabilities will focus on device operations, including recommendations based on temperature, power consumption and network conditions, anomaly detection, and assistance with managing multiple devices. These functions are intended to reduce users’ configuration and maintenance workload and improve the device experience.

In subsequent software releases, the parties intend to evaluate AI operations assistants and AI agent capabilities that would allow users to query device status, interpret alerts and obtain operating recommendations through natural-language interactions. Device configuration actions would be performed within the scope authorized by the user. These capabilities remain subject to development, testing and product validation.

The parties also intend to evaluate integration with HashBeaver’s planned AI computing services and intelligent routing platform, allowing users to access cloud-based AI models and related services through companion software. This approach could enable existing device users to access AI services after the initial hardware sale, creating potential additional business opportunities.

The first-generation node’s local ASIC computing capacity is dedicated to SHA-256 Bitcoin mining and does not perform general-purpose AI model training or inference. Planned AI model services would be provided through separately integrated cloud computing infrastructure.

Exploring Recurring Service Revenue

Hardware supply and delivery are the intended initial revenue sources for the project. As device deployments and active users increase, the parties plan to evaluate management subscriptions for users operating multiple devices, remote operations and maintenance services, and value-added technical support. They also intend to explore usage-based pricing for cloud AI services.

Once these services have been developed and are ready for commercialization, the customer base established through hardware sales could support subsequent service revenue and increase customer lifetime value over the device’s operating life. Any financial contribution to AGM from these services will depend on the service responsibilities, pricing and revenue-sharing arrangements ultimately agreed by the parties.

AGM will recognize the relevant revenue based on actual contracts and satisfaction of the applicable performance obligations. Inventory production, expressions of interest from sales channels and growth in platform users do not, by themselves, constitute recognized revenue.

Management Commentary

Dr. Bo Zhu, Chief Executive Officer of AGM Group Holdings Inc., commented:

“We aim to translate AGM’s systems engineering and supply chain capabilities into products that we can deliver consistently and that meet users’ needs. The desktop DePIN node we are developing with HashBeaver provides a product opportunity to expand our hardware customer base and generate additional sales revenue.

“Our next phase will focus on product validation, cost management and sales execution. As AI management capabilities and cloud services are introduced, we also aim to provide ongoing value to customers who have purchased our devices and further develop service revenue opportunities beyond the initial hardware delivery.”

Complementing the AI Server Business

On September 3, 2026, AGM Group disclosed that it had commenced volume production and delivery of its all-flash servers. The Company believes that enterprise AI storage and server products, together with desktop nodes for individuals and smaller organizations, could address different segments of computing infrastructure demand.

By applying shared systems engineering, supply chain management and delivery support capabilities across product lines, AGM intends to broaden its hardware offering and evaluate opportunities to cross-sell software and technical services. Commercialization progress and revenue contributions from the desktop node will depend on its own testing and certification results, market demand and actual deliveries.

As the project progresses, the parties plan to provide further information on validated product specifications and AI capabilities, initial sales markets and channels, pricing and delivery schedules. They also intend to disclose confirmed orders, deliveries and related business developments at appropriate stages.

About AGM Group Holdings Inc.

AGM Group Holdings Inc. (NASDAQ: AGMH) is an integrated technology company focused on the research, development, assembly and sale of high-performance hardware and computing equipment. Its business covers ASIC computing technology, cryptocurrency mining equipment, high-performance server systems and emerging AI infrastructure solutions.

For more information, please visit https://agmhgroup.com/.

About HashBeaver

HashBeaver is a digital infrastructure company focused on ASIC chip development, Bitcoin mining technology, mining pool services, DePIN nodes and distributed computing solutions. It seeks to connect hardware devices, computing networks and AI services.

For more information, please visit https://hashbeaver.com/.

Forward Looking Statements

This announcement contains forward-looking statements, including statements regarding volume production, certification, sales channels, commercial deliveries, AI and AI agent capabilities, platform integration, pricing models, revenue growth, cost management and business synergies. These statements are based on the Company’s current expectations, involve known and unknown risks and uncertainties, and do not constitute guarantees of future revenue, profitability or product performance.

Actual results may differ materially due to factors including product development and certification timelines, component availability, funding and working capital requirements, manufacturing costs, market demand, customer payments and returns, cooperation agreements, cloud service costs, changes in Bitcoin market conditions, and applicable laws and regulations. Investors should also review the related risks disclosed in the Company’s filings with the U.S. Securities and Exchange Commission. The Company undertakes no obligation to publicly update any forward-looking statement except as required by law.

Investor Relations Contact

AGM Group Holdings Inc.
Email: ir@agmhgroup.com
Website: https://agmhgroup.com/

FAQ

AI-generated questions and answers. How Rhea-AI works. Not financial advice.

What specific operational role will AI play in the desktop DePIN node?

The planned AI functions focus on device operations, including recommendations based on temperature, power consumption and network conditions, anomaly detection and assistance with managing multiple devices. In later software releases, the parties intend to evaluate AI operations assistants and AI agents that let users query device status, interpret alerts and receive operating recommendations through natural-language interactions, with configuration actions kept within user-authorized scope.

How does AGM Group plan to generate revenue from the DePIN node project over time?

Initial revenue is intended to come from hardware supply, systems integration and agreed technical support services once the product is ready for delivery and commercial arrangements are in place. As device deployments and active users grow, the parties plan to evaluate management subscriptions, remote operations and maintenance services, value-added technical support and usage-based pricing for cloud AI services. AGM states that any financial contribution will depend on agreed responsibilities, pricing and revenue sharing, and that it will recognize revenue only when contracts and performance obligations are satisfied.

Will the desktop node provide on-device AI model training or inference?

No. The first-generation node’s local ASIC computing capacity is dedicated to SHA-256 Bitcoin mining and does not perform general-purpose AI model training or inference. Planned AI model services would be delivered through separately integrated cloud computing infrastructure accessed via companion software.

How does the desktop node fit with AGM Group’s existing AI server business?

AGM recently began volume production and delivery of its all-flash servers for enterprise AI storage and server needs. The company believes that these enterprise products, together with desktop nodes aimed at individuals and smaller organizations, can address different segments of computing infrastructure demand. AGM intends to apply shared systems engineering, supply chain and delivery capabilities across product lines and to evaluate cross-selling opportunities for software and technical services.