The Left and Right Arms of AI Commercial Decision-Making: Universal Thinking Models + Vertical Expert Agents

Author: Joseph Deng Yaozhong | WeChat Public Account: Search for “艾思智创研究院
Co-founder and Chief Strategy Officer of Aisi Zhichuang, entrepreneur, angel investor, business consultant, and startup mentor.

As models like DeepSeek showcase astonishing universal reasoning capabilities, enterprises are prompted to consider a crucial proposition: How can AI’s technological potential be transformed into practical momentum in industry scenarios? As a vertical solution in the field of marketing, ADGo reveals a fundamental rule in the intelligent evolution of the marketing industry—universal thinking models serve as the soil, while vertical expert agent systems form the roots, with humans remaining the cultivators.

As a technological foundation, DeepSeek’s value lies in constructing an underlying cognitive framework:

  1. Cross-Domain Knowledge Forge: Integrating trillions of cross-industry data points, it exhibits human-like and even superhuman cognitive breadth in dimensions like logical reasoning and strategic simulation, providing a sandbox of possibilities across various fields.
  2. Dynamic Evolution Engine: Through reinforcement learning and continuous data feedback, it enables self-iteration of reasoning models, ensuring that decision-making advice remains in a state of dynamic optimization.
  3. Multi-Perspective Strategy Workshop: Capable of concurrently generating dozens of strategic pathways and simulating their effectiveness, it breaks through the linear limitations of human thought.

This explains why DeepSeek is often regarded as a “disruptive force.” However, the realization of its true value still requires an industry solution “translator.”

In the marketing realm, ADGo has demonstrated the irreplaceability of industry solutions:

  1. Concrete Implementation Path: Industry cognition distillation—creating over 50 specialized AI agents to analyze consumer psychological models, cross-cultural communication principles, and other expertise.
  2. Data-Scenario Closed Loop: Establishing a comprehensive industry knowledge database based on millions of real marketing data cases, enabling cross-industry expert capabilities.
  3. Multi-Model Collaboration Matrix: Dynamically invoking engines such as DeepSeek, Claude, Tongyi Qianwen, and OpenAI to achieve a balance between decision accuracy and innovation.

Research from McKinsey indicates that 70% of AI transformations fail due to “last-mile” organizational implementation issues. The success of ADGo is inextricably linked to the core value of humans in the intelligent era:

  1. Value Anchors: Defining the ethical boundaries and social responsibilities of decision-making, such as balancing brand values and AI efficiency.
  2. System Architects: Designing collaborative interfaces between AI and human input, transforming DeepSeek’s reasoning capabilities into actionable KPI frameworks.
  3. Risk Guardians: Performing ethical calibrations and feasibility validations of AI recommendations, thus assuming final decision-making responsibility.

As demonstrated in a global case by ADGo: when DeepSeek proposed an “aggressive price war strategy,” human decision-makers, guided by the long-term value proposition of the brand, opted for a more sustainable ecological competitive strategy.

DeepSeek expands cognitive and reasoning dimensions, while ADGo implements specialized marketing scenarios, allowing humans to make value judgments and calibrations.

A possible manifestation of this synergy in marketing could be seen when a beauty group utilized the ADGo system to narrow down the initial thoughts and divergent ideas generated by DeepSeek into five pilotable proposals, achieving a decision-making efficiency increase of 40 times, while also circumventing three potential public sentiment risks through human calibration, ultimately selecting the most executable option.

As ADGo announces its deep integration with DeepSeek’s third-generation reasoning engine, we must cognize clearly:

  • For enterprises: the need to establish an “AI Triangle Capability”—the popularization of universal thinking models, the deconstruction capability of vertical agent expert systems for scenarios, and organizational change leadership.
  • For individuals: the evolutionary direction is to become “augmented decision-makers,” proficient in AI collaboration, cross-domain integration, and value judgment.
  • For the industry: the true competitive barrier is shifting from technological advantage to a composite ecosystem of “universal thinking models + vertical agent expert systems + organizational adaptation.”

As the latest ADGo white paper states: “Replacing human thinking with DeepSeek is perilous, but enhancing ADGo’s industrial insights with it, and then empowering human decision-makers with ADGo—this is the correct approach in the intelligent era.”

AI is rewriting the rules of business, but the fundamental game rules have never changed:

  • DeepSeek offers a space for “Thinking in Possibilities.”
  • ADGo realizes the certainty of “Acting in Reality.
  • Yet, humans remain the value origin point of “Deciding with Purpose

When these three elements achieve resonance in marketing scenarios, we will ultimately witness that intelligence does not replace human thought but rather empowers individuals to become deeper thinkers.


【AICE Inc.】

AICE Inc.- Pioneering AI-Driven Marketing Innovation

AICE Inc. is a cutting-edge AI-driven marketing innovator, dedicated to democratizing creative excellence through technology. Our mission is to empower brands with smarter, more efficient, and highly scalable solutions that unlock true value. Since the launch of our flagship product, ADGo, in 2024, we have helped both global and local brands redefine the synergy between creativity and marketing performance.

At AICE, we believe AI is reshaping the future, and we are committed to leading this transformation. We are seeking visionaries who thrive on challenges and are eager to disrupt the industry’s status quo—together, we will push the frontiers of marketing innovation.

Spirit

The Relentless Spirit of AI Innovation

AICE is not just building an AI-powered marketing tool; we are shaping a revolutionary approach that challenges conventional marketing paradigms. Our vision is to democratize access to high-quality creative marketing through AI, driving the industry toward a more intelligent and efficient future. As we navigate the evolution of AI-powered marketing, we are all part of AICE’s journey.

Vision

First-Stop & One-Stop AI Marketing Solutions

Mission

Empowering Brand Creativity Through AI—Creating Value, Solving Problems

Value Proposition

With industry-leading AI innovations, AICE focuses on marketing’s vertical ecosystem—accelerating business growth and fostering global success for enterprises at home and abroad.


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