From voice assistants in smart homes to automated production lines in factories, artificial intelligence is reshaping human life and work patterns at unprecedented depth.

As technology transitions from consumer to enterprise markets, AI companies face more stringent challenges—they require not only efficiency but also 100% accuracy, transparent processes, and traceable and verifiable decision-making.

This demand is precisely what Mingly Technology's recently launched proprietary large model product line DeepMiner aims to address.

DeepMiner is positioned for commercial data analysis, designed to provide enterprises with efficient and verifiable data processing and decision support through trusted intelligent agents.

According to demonstrations by Mingly Technology founder Wu Minghui, DeepMiner's multi-agent architecture combined with human-machine collaboration can clarify objectives through multiple rounds of interaction, leveraging data resources from advertising, retail, cross-border e-commerce, and other sectors to provide analytical support.

At the technical level, DeepMiner employs an intelligent central Foundation Agent to orchestrate different functional agents, forming a "virtual team" workflow.

During implementation, Mingly Technology's self-developed Mano model targets complex software and browsers to achieve fine-grained operations.

The Cito model focuses on complex task planning and reinforcement learning, improving execution efficiency through human-machine collaboration.

Notably, the Mano model has achieved industry SOTA (State of the Art) levels in two major global authoritative benchmark tests: Mind2 Web and OSWorld.

Addressing enterprise concerns about "hallucination" issues, DeepMiner has undergone systematic optimization. From task decomposition and tool invocation to result generation, users can clearly view each step of logic and perform manual intervention.

Testing shows that its hallucination rate in vertical scenarios is lower than that of general-purpose models.

Combined with the IPO process, this launch of DeepMiner may also represent a capability demonstration by Mingly Technology to investors.

On August 29, 2025, the company received regulatory approval for overseas listing from the China Securities Regulatory Commission, planning to list through the Hong Kong Stock Exchange's 18C rule.

From 2010 to 2024, Mingly Technology has raised a total of $616 million in funding, with investors including Tencent, Sequoia China, Temasek, GGV Capital, and China Renaissance.

Currently, Mingly Technology's main businesses include three categories: marketing intelligence, operational intelligence, and industry solutions.

From 2022 to 2024, the company's revenue was 1.269 billion yuan, 1.462 billion yuan, and 1.381 billion yuan respectively. In 2024, revenue decreased by 5.5% year-on-year, while net profit declined by 97.5% year-on-year.