efficiency. According to the '2024 White Paper on
Electronic Product Recycling Industry', about 30 %
of the stores in the recycling platform that blindly
expanded failed to meet the expected recycling
volume, resulting in an increase in overall operating
costs. In 2024, the volume of multi-category
recycling transactions will increase by nearly three
times year-on-year, but it is necessary to improve the
reuse rate of stores through refined operations
(Kumar and Yadav,2022).
3 MECHANISM PATH ANALYSIS
3.1 Technology-Driven Cost
Optimization
3.1.1 Intelligent Recycling Network
The business ecology of love recycling covers the
supply side, the processing side and the demand side.
The supply side aggregates and disperses the source
of goods, including 1P consumer recycling (official
website APP, love recycling stores, brand
manufacturers, e-commerce partners) and 3P
merchant recycling (professional merchants such as
cattle, offline massive mobile phones and 3C product
retailers). The processing end relies on 8 regional-
level large-scale operation centers and 15 small urban
warehouses to build an end-to-end standardized
industrial chain and provide value-added services
with independent research and development of scarce
technical capabilities (Gupta et al.,2020; Brown and
Lee,2023; James and Lopez,2021).
On the basis of this architecture, AHS Recycle
further builds a three-level system of 'point to station
to square', builds the world's first 'non-standard
second-hand electronic product automatic
transmission quality inspection and sorting storage
system' Matrix3.0, and realizes the unmanned
operation of the whole process. This innovation has
reduced labor costs by 85 %, quality inspection costs
by 20 %, quality inspection efficiency by 18 %, daily
processing capacity of 24,000 units, sorting error rate
< 0.01 %, and daily average processing capacity of
2,000 tons, far exceeding the industry average. On the
demand side, the high-quality goods source is
connected to the C-end consumers ( such as Jingdong
Paipai, Tik Tok, Kuaishou and other innovative
channels ) through 'Paipai', and the middle and low-
grade goods are transported to the B-end small and
medium-sized merchants ( distributors, repairers,
exporters, etc. ) through 'Paijitang', forming an
efficient order fulfilment network, through the whole
chain of the second-hand consumer electronics
cycle(Zhou and Kapoor,2021).
3.1.2 Digital Full-Link Management
The whole process of Dongguan 'Matrix 3.0' pipeline
integration covers logistics unpacking, automatic
labeling, module shunting, X-Ray disassembly and
repair detection, semi-automatic detection using App
tools, and Photo Mirror screen detection, 007 function
detection, Photo Box appearance detection, manual
supplementary quality inspection, Photo Cube
product picture shooting and other links. This system
realizes the traceability from user delivery to sorting
and sales, effectively reducing losses and improving
turnover efficiency. Among them, the AI quality
inspection system greatly reduces manual
dependence, and the detection time of a single mobile
phone is reduced from 10 minutes to 20 seconds, with
an annual cost saving of more than 20 %. The big data
dynamic pricing model improves the inventory
turnover rate, and the average turnover cycle of Q3 in
2023 is 3 days (industry average 10 days) ; AI
recommendation algorithm accurately matches
supply and demand, and sales revenue of selected
retail channels will increase by 301.3 % year-on-year
in 2024(Brown and Lee,2023).
3.2 Value Reconstruction of
Closed-Loop Industrial Chain
3.2.1 Self-Operated Strict Election to
Increase Premium
Through standardized quality inspection and
renovation processes, 30 % of the recycled products
are converted to B2C retail. From the perspective of
GMV, in 2023, the GMV of second-hand consumer
electronic products from Jingdong's mobile phones
accounted for 11.6 % of the company’s GMV.In 2024,
the GMV totaled CNY 5.5 billion. The attempt of
multi-category recycling (such as gold and luxury
goods) has achieved initial results. The monthly
GMV exceeded CNY 70 million, the potential for
business expansion is considerable, and the gross
profit margin has increased to 12.5 %.
3.2.2 Platform Service Income Increase
Its platform 'PJT Marketplace' solves the circulation
efficiency problem of second-hand electronic
products through global standardized grading and
bidding mode, attracting 850,000 registered
merchants. In 2023, 3P service revenue was 1.31
billion yuan, up 10.7 % year-on-year, and the