What GHE SOLUTIONS LLP does

GHE SOLUTIONS LLP (operating as GHE SOLUTION INC) is a privately held US company that builds an integrated IoT-and-AI hardware/software platform for last-mile delivery operators. Its core product, the Sorting for Driver (SFD) system, replaces human-memory-based multi-step package sorting with a digitized workflow in which scan-driven assignment and flashing wireless light tags on packages and containers direct workers to the correct destination. The system bundles proprietary hardware — a Wearable Computer with HUD display for drivers, an ultra-lightweight Ring Scanner for pre-loaders, a Controller/Charger hub capable of connecting to 2,048 wireless light tags per unit with up to 512 hubs coexisting, and RGB Wireless Light Tags that transform passive packages into active objects that 'call out' to workers — supported by a patented communication protocol and a closed-loop synthesis framework the company claims delivers 100 million times the computational efficiency of GPU/TPU approaches for physical-world tasks.

The company's go-to-market is enterprise field sales targeting US last-mile delivery operators, supplemented by thought-leadership content and industry conference presence (Platinum Sponsor at LMD 2025 in Las Vegas, October 2025). Revenue is generated through hardware sales to logistics companies and delivery service providers under a quote-based B2B model; pricing is not publicly disclosed. Customers are logistics service companies, same-day delivery operators, and the frontline sorters, pre-loaders, and drivers within them. Quantified outcomes cited by the company include 2x driver efficiency and 3x pre-loader efficiency, an 80% reduction in driver loading time, a 50% reduction in delivery service cost, and reductions in pre-loading steps (11 to 3) and driver actions (17 to 4).

The company is at an early commercialization stage: no funding rounds, no named customers, no revenue, and no headcount are disclosed; only a Sales Director (Cole Peterson) and a founder (Heart Yang) are identified. Operating geographies are confirmed only for the USA, although the company website lists an aspirational presence across more than 30 countries.

Name

GHE SOLUTIONS LLP

Legal name

GHE SOLUTION INC

Website

https://ghelmd.com

Company type

Private

Founded year

2025

Operating status

Operating

Headcount range

1–10 employees

Short description

GHE SOLUTIONS LLP is a privately held US company that sells an ultra-low-power IoT and AI hardware platform — the Sorting for Driver (SFD) system with wearable computers, ring scanners, and wireless light tags — to last-mile delivery operators to automate package sorting and reduce driver and pre-loader workload.

Ownership category

akta.pro rank

Product category

Last-Mile Delivery Logistics Technology

NAICS

Computer and Computer Peripheral Equipment and Software Merchant Wholesalers (423430), Computer Systems Design and Related Services (54151)

SIC

Wholesale-Computers & Peripheral Equipment & Software (5045), Computer Communications Equipment (3576)

akta.pro primary industry

Final-Mile / White-Glove Delivery & Installation (Asset-Based) (TLAIAMAE)

Keywords

• Last-mile delivery
• Logistics IoT
• Package sorting systems
• Delivery wearables
• Warehouse automation

Headquarters

HQ city

San Jose

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Hardware or Manufacturing

Cost components

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

Revenue model

1. Hardware Sales: Sale of proprietary hardware including wearable computers, controllers/chargers, and ring scanners to logistics companies and delivery service providers. The hardware forms the physical infrastructure for the IoT-based logistics optimization system.

Go-to-market motion2 records

Distribution channels1 record

Marketing channels3 records

Core offering

GHE Solutions provides IoT-based logistics hardware and software for last-mile delivery operators, including wireless light tags, wearable computers, ring scanners, controllers, and the Sorting for Driver (SFD) software platform. The system converts passive packages into smart active objects, enabling fast, error-free sorting and delivery workflow. The offering is sold as integrated hardware-software units to courier and parcel delivery operators.

Product overview

GHE SOLUTIONS LLP offers an integrated IoT-based logistics solution platform for last-mile delivery built on the 'Embracing Entropy Increase' paradigm. The product portfolio includes the Sorting for Driver (SFD) System (the core software platform for digitized package sorting), paired with specialized hardware: Wearable Computers for drivers (with HUD display, GPS, camera, and action detection), Ring Scanners for pre-loaders (lightweight barcode scanners), Controller & Charger units (central hubs connecting up to 2048 wireless tags), and RGB Wireless Light Tags (for smart package/container identification). Together, these components transform passive packages into smart active objects that call drivers, eliminating manual searching and organizing tasks, while reducing pre-loading steps from 11 to 3 and driver actions from 17 to 4.

Differentiator

Problem solved

Functional benefit

Products and services

• Sorting for Driver (SFD) System Integrated IoT-based sorting system for last-mile delivery operators that combines wireless light tags, wearable computers, ring scanners, and controller hardware with the SFD software platform to convert passive packages into smart active objects and route them to the correct driver/dock.
• Wearable Computer Wearable computing device used by drivers and sorters as part of the SFD system to enable hands-free package handling and scanning in the warehouse.
• Controller & Charger Controller and charging unit for the wearable computers used in the SFD sorting system, enabling centralized management and charging of driver-worn devices.
• Ring Scanner Finger-worn barcode scanner used with the wearable computer to enable fast, hands-free package scanning during sorting and dispatch.
• Wireless Light Tags RGB wireless light tags attached to or associated with packages in the SFD system; they light up to indicate the correct destination dock/driver, enabling fast visual sorting.

Quantifiable outcome

• 2x driver efficiency, 3x pre-loader efficiency
• +5 more outcomes

Segments3 records

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability7 records

Feature6 records

Partnerships

One partnership is on record.

• LMD 2025 ConferencecoreGTM or Marketing Partner · 16 October 2025GHE Solution served as Platinum Sponsor at the LMD 2025 Conference in Las Vegas (October 16-17, 2025), marking their inaugural appearance. This strategic event sponsorship provided a platform to unveil their Embracing Entropy Increase Paradigm shift solution to the broader logistics industry.

Scale indicators6 records

Recent moves3 records

Expansion highlights4 records

Direct peers

• Impinj: Impinj is a leading provider of RAIN RFID tags and connectivity for retail, logistics, and supply-chain visibility. Directly comparable to GHE's low-power wireless light tag layer that turns passive items into trackable, addressable assets in the warehouse and last-mile flow.
• Project44: Project44 is a supply-chain visibility platform providing real-time shipment tracking, execution, and orchestration APIs across transport modes. Comparable to GHE on the data/visibility layer that gives logistics operators end-to-end operational visibility and exception management.
• Bringg: Bringg is a last-mile delivery orchestration and dispatch SaaS platform used by large retailers and carriers to manage delivery operations. Directly comparable to GHE on the software layer (SFD-style driver/load optimization) for last-mile delivery operators.
• FourKites: FourKites is a supply-chain visibility and yard management platform tracking shipments from origin to final-mile delivery. Comparable to GHE on the operational-visibility and ETA/exception-management capabilities sold to enterprise shippers and carriers.
• Zebra Technologies: Zebra Technologies provides mobile computers, barcode scanners, RFID, and location solutions purpose-built for warehouse, logistics, and last-mile workflows. Directly comparable to GHE's Wearable Computer, Ring Scanner, and Wireless Light Tag offering for delivery operators.

Broad incumbents

• SICK AG: SICK AG is a German manufacturer of sensors, scanners, and identification systems widely used in logistics, warehousing, and material handling. Comparable as a broad incumbent in barcode and identification hardware adjacent to GHE's ring-scanner and light-tag stack.
• Honeywell Productivity Solutions: Honeywell offers rugged mobile computers, scanners, and voice solutions for warehouse and logistics through its Productivity Solutions and Sensing & IoT units. A broad incumbent with overlapping handheld/scanner hardware but serving a much wider portfolio than GHE's LMD focus.
• Symbotic: Symbotic provides end-to-end warehouse automation systems combining robotics, software, and controls for large retail and grocery distribution centers. A broad incumbent in warehouse logistics automation; comparable to GHE's sorting/loading efficiency thesis, but at much larger capex scale.

Emerging players

• Locus Robotics: Locus Robotics builds autonomous mobile robots for warehouse order picking and material handling, marketed as a labor-multiplier for logistics operators. Comparable as an emerging hardware-plus-software player targeting the same productivity/labor-shortage pain points GHE addresses in LMD/FMD workflows.
• Plus One Robotics: Plus One Robotics develops vision-guided robotic parcel handling systems for warehouse induction, sortation, and induction tasks. Comparable as an emerging player tackling the same package-handling and sortation workflow inefficiencies GHE targets, though primarily in robotic rather than IoT-tag form.

Market position

Weaknesses5 records

Competitive moat4 records

Key risks6 records

Key highlights5 records

Customer concentration

• LinkedInlinkedin.com/company/ghelmd

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

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 GHE SOLUTIONS LLP