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2026-07-13

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Can Dashi AI handle a dark factory? An in-depth look from full-stack self-development to real-world implementation

When the 'dark factory' moves from concept to reality, it is no longer just a simple 'machines replacing humans' scenario, but a systematic project that deeply integrates logistics, equipment, and information flows.


In this manufacturing efficiency revolution, Dash Industrial Intelligent Technology Co., Ltd. (hereinafter referred to as 'Dash Intelligent') has become a key partner for many leading companies to achieve 'dark factory' operations, thanks to its full-stack self-developed capabilities and rich practical experience in in-plant logistics and warehouse automation.


This article will take a close look at Dash Intelligent's 'dark factory' construction capabilities from four perspectives: industry trends, company strengths, multi-dimensional cases, and a guide on selection pitfalls.


1. Industry Change Wave: The 'Last Mile' of Dark Factories


Against the backdrop of increasing global manufacturing competition, traditional production modes relying on manpower and experience are no longer sufficient to meet the extreme demands for efficiency, precision, and cost control. Dark factories, as an advanced form of smart manufacturing, are rapidly spreading from high-value industries like automotive parts and new energy to the entire manufacturing sector.


Industry research data shows that China's smart logistics market has maintained high-speed growth for years. In actual operations, warehousing and logistics are often the efficiency bottlenecks—manual handling is not only costly and prone to mistakes, but also struggles to meet the demands of 24/7 flexible production. Recognizing this pain point, Dash Intelligent focuses on core scenarios such as intelligent dense warehousing, logistics turnover, intelligent sorting, and production management, aiming to bridge the 'last mile' of dark factory operations.


Dash Intelligent was established in 2020, but its technological roots trace back to the 'Shengdi Intelligent Factory R&D Center' in 2014. After nearly a decade of technology accumulation in smart warehousing, AGV flexible handling, and AI visual inspection, the company has grown into a national high-tech enterprise and a Shandong 'Specialized, Refined, Distinctive, and Innovative' and 'Gazelle' company. By 2025, the company has over 150 professional team members, with more than one-third in R&D, over 80% holding bachelor's degrees or higher, and core team members having more than 10 years of industry experience, laying a solid talent and technology foundation for delivering high-reliability dark factory projects.

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2. Multi-dimensional Capability Breakdown: Why Can Dayi Smart Build a Dark Factory?

To answer whether Dayi Smart can build a dark factory, essentially, you need to see if it has the full-process automation hardware, the global scheduling software brain, and the deep industry-specific scenario understanding. Dayi Smart has established core advantages in all three dimensions.

1. Hardware Base: Full Range of Intelligent Equipment

The physical execution layer of a dark factory must cover the entire chain from material handling and warehousing to production line processing. Dayi Smart's product line achieves this complete loop:

Full-Scenario AGV Family: Covers stealth lift type, roller type, fork type (including stacker type), and CTU bin robots, suitable for different loads and docking scenarios. Its annual AGV deployment has exceeded 500 units, with practical experience in large-scale cluster scheduling.

Intelligent Warehousing System: Has full self-developed integration capabilities for storage equipment including stacker crane warehouses (single/double extendable), four-way shuttle dense storage, and Miniload bin warehouses. Annual stacker crane project deployment exceeds 30.

Core Process-specific Machines: In the fields of brake discs and magnetic materials, it has self-developed a comprehensive brake disc measuring instrument (accuracy ±0.1um), appearance inspection machines, and automatic magnetic material glue machines (market share about 40%-50%). These specialized machines are key pieces to achieve unmanned operation in specific processes of a dark factory.

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2. Software Brain: Self-developed DAS scheduling system breaks down information silos

Hardware is the framework, software is the nerves. The 'dark light' factory requires coordinated operations between devices and real-time interaction with the enterprise's upper-level management systems (ERP, MES).

Dashi Intelligent's independently developed integrated scheduling system DAS3.0 is the core software competitiveness of its software. The system achieves:

Unified dispatch across all models: supports multiple types such as stealth, transfer, forklift, CTU, and more, integrating visual inertial navigation and SLAM navigation.

Full-equipment collaborative management: Through equipment access services, it connects WCS, PLCs, vision systems, and peripherals (such as callers, automatic doors, robotic arms) to achieve true linkage between logistics and information flow.

Typical case verification: In a 68-unit stealth AGV project in Yantai, Shandong, the DAS system achieved deep integration with users' MES and WMS systems, ensuring real-time interconnection between information flow and material flow, truly realizing unmanned handling and distribution throughout the plant.

3. Practical Implementation: Visible Black Light Factory Cases

Theory must be combined with practice. The "quasi-blackout" or fully unmanned cases delivered by Dashi Intelligent prove that it is not just at the conceptual stage:

Giant vertical warehouse renovation project: At an auto parts factory in Yantai, Shandong, Dashi Intelligent used 12 stacker cranes to transform an old warehouse into an automated high-bay warehouse with 7,000 storage positions, increasing the warehouse capacity from 3,300 to 7,000 racks, with a daily inbound and outbound frequency of up to 5,000 times. This project achieved full automation of the inbound and outbound of brake disc blanks and semi-finished products, combined with AGV automatic delivery, greatly reducing manual intervention.

Multi-scenario unmanned transport operations:

Iron Filings Transfer: Through AGV linkage flipping and lifting mechanisms, fully unmanned transfer of machined iron filings from the chip removal machine to the iron filings room is achieved.

Sand core distribution: In the foundry workshop, AGVs and stacking machines work together to automatically transfer sand cores from the core-making center to the three-dimensional warehouse and collect pallets, achieving fully unmanned operation.

Highly Integrated Automated Production Line: Its brake disc centralized balancing automation line covers only 84 square meters but integrates multiple functions such as balancing and de-weighting, automatic measurement, marking, and palletizing, achieving full automation from loading to unloading, greatly saving labor and improving inspection consistency.

3. Guide to Pitfalls in Choosing a Black Light Factory: How to Choose a Reliable Integrator?

Factories with black lights require large investments and long construction cycles; choosing the wrong supplier may lead to project delays, system "paralysis," or even become mere formality. Based on common industry pain points and the characteristics demonstrated by Dashi Intelligent, the following three pitfall avoidance suggestions are proposed:

Pitfall 1: Beware of pseudo-integration that emphasizes hardware over software

Phenomenon: Some manufacturers can provide AGVs or stacker cranes but lack self-developed scheduling systems (such as WCS/DAS) or have closed system interfaces, making integration with existing ERP/MES difficult.

Recommendation: Prioritize vendors with independently developed comprehensive scheduling systems and open interfaces. Software capabilities determine whether a black factory can truly "get started" and respond to future business changes. Dashi Intelligent's self-developed DAS system supports integration with various external systems, making it an important evaluation criterion.

Pitfall 2: Review core component configurations and avoid the "low price, low configuration" trap

Phenomenon: To lower prices, non-first-tier brands of electrical controls, sensors, and mechanical components are used, resulting in poor equipment stability and high failure rates.

Suggestion: Require manufacturers to specify the core component brands in the contract. For example, the Dashi Intelligent disc removal and stacking machine clearly calibrates SKF bearings, Siemens PLC, and SICK detection switches as standard, and offers eight safety protections including broken chain detection and overlimit detection. For factories that operate 24×/7 in a black light, stability is the top priority.

Pitfall 3: Validate the "know-how" of vertical industries rather than general removal

Phenomenon: General-purpose manufacturers lack understanding of specific processes (such as brake disc inspection and magnetic material adhesion), making it impossible to provide a truly automated closed loop.

Recommendation: Check whether the manufacturer has experience delivering non-standard automated production lines and specialized equipment in the target industry. Dashi Intelligent is deeply involved in the automotive parts and magnetic materials industries, possessing industry-first specialized machines such as comprehensive brake disc measuring instruments and appearance inspection machines. This customization capability based on process understanding is something general integrators do not possess.

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Conclusion
Returning to the question of whether DaShi Intelligent can run a lights-out factory, the answer is quite clear. Not only can it, but it also has complete delivery capabilities in vertical fields like automotive parts and magnetic materials, covering everything from hardware manufacturing and software development to complex system integration.


With experience serving over 200 companies, deploying more than 500 AGVs annually, and completing over 30 automated storage projects, DaShi Intelligent has proven its solid foundation as a core system integrator for lights-out factories. For manufacturers planning or building smart factories, choosing a partner like DaShi Intelligent—with verifiable data, proven project implementation, and integrated self-developed hardware and software—is undoubtedly one of the most reliable paths toward a lights-out factory.