From "Compute is Revenue" to "Agent is Productivity"——The Enterprise AI Inflection Point Through Kuailu Tech's Lens

Recently, NVIDIA released its stunning financial results, with founder Jensen Huang proclaiming that the "Agentic AI inflection point has arrived." The entire tech world has focused on the latest statements from this AI pioneer.

During the earnings call, Jensen made a keen observation: "Without compute, there is no token. Without tokens, there is no revenue. " He emphasized that the inflection point for Agentic AI has arrived, and "inference is revenue" is becoming a reality.

As an AI enterprise deeply rooted in digital and intelligent office solutions, Kuailu Tech deeply resonates with this vision, having recently completed a strategic upgrade by establishing its global headquarters in Hong Kong.

Examining these words from Kuailu Tech's perspective, I feel not only deep agreement but also a sense of excitement. Mr. Huang painted a grand blueprint for the AI infrastructure layer, and Kuailu Intelligent Office stands on the shoulders of this "compute giant," serving as the practitioner realizing value monetization for the "last mile."

I. Hearing the Echoes of the Inflection Point: From Technology Stack to Value Stream

Mr. Huang mentioned that Anthropic's revenue grew tenfold in one year, and OpenAI's Codex is redefining programming. This is more than just a celebration for a few major model companies; it sends a clear signal: AI is moving from "chat" to "work," from "general" to "specialized."

This is precisely the most profound insight Kuailu Intelligent Office has gained over the past year. The thousands of clients we serve across manufacturing, finance, and cross-border trade are no longer satisfied with simple conversational bots. They urgently need "enterprise digital employees" that can truly understand business logic, automatically fill out approval processes, and generate accurate quotations.

NVIDIA produces tokens using GPUs, while Kuailu Cloud utilizes these tokens, combined with our self-developed industry-specific large models and low-code platform, to generate "profit" for enterprises.

When Mr. Huang says "every token is being monetized," in Kuailu Cloud's scenario, this means:

• When AI automatically awakens dormant leads in CRM, increasing lead reactivation rates by 18%, that's monetization;

• When AI automatically generates meeting minutes and breaks them down into actionable tasks, saving executives one hour per day, that's monetization;

• When AI bridges data silos through voice-activated approvals in the procurement process, that's monetization.

II. Kuailu Intelligent Office's Practice of "Compute is Revenue"

NVIDIA's success lies in building an ecosystem moat from GPU to CUDA. Kuailu Cloud is also building its own enterprise service moat. Although we do not manufacture chips, we are the "Factory of Enterprise Agents."

Integrating Mr. Huang's insights, I want to share Kuailu Intelligent Office's enterprise-level interpretation of "Compute is Revenue":

Ⅰ.The focus of enterprise computing is shifting from "training" to "inference," and the core scenario for inference lies within enterprise workflows.

NVIDIA's financial reports show that even the A100, released six years ago, remains in high demand in the cloud because the demand for inference has surged. Kuailu Intelligent Office's latest release, the "Kuailu Cloud CRM AI Agent," is a direct product of this trend.

In sales scenarios, sales personnel no longer need to manually analyze complex data. Through inference, AI can calculate opportunity win rates within 30 seconds and automatically flag low-probability orders. This inference capability embedded within business processes directly translates into improved accounts receivable turnover and contract signing efficiency.

Ⅱ. Only by breaking down "data silos" can we prevent compute power from spinning idly.

Jensen emphasized the importance of NVLink and networking because compute power needs to be interconnected. In the enterprise market, what is the biggest waste of compute power? It is the manual transfer of data between departments, the fragmentation between systems.

Kuailu Intelligent Office's core competitiveness lies in its technical architecture, featuring the neural perception layer and entropy decision core, which connects an enterprise's people, finances, assets, and operations. We are not just developing software; we are building a "data superhighway" for enterprises, analogous to NVLink.

Only when financial, HR, and sales data are interconnected in real-time can the underlying GPU compute power generate the most valuable business tokens, rather than meaningless noise.

III. Rooted in Hong Kong, Embracing Physical AI and a Globalized Future

Mr. Huang also looked ahead to the next wave: Physical AI and robotics. Coincidentally, Kuailu Tech has just established its global headquarters in Hong Kong, a move that represents not just a geographical shift, but a strategic elevation.

As a super-connector linking the world, Hong Kong is home to numerous multinational financial, logistics, and trading enterprises. These companies face complex challenges including multilingual collaboration, cross-border data compliance, and cross-time zone meetings, precisely the arena where Physical AI and digital human technologies can excel.

• Our Kuailu Meeting solution, featuring AI digital humans and real-time multilingual transcription, is turning "language barriers" into history;
• Our AI Agents are helping trading companies in Hong Kong automate the processing of international orders and customs documentation.

Leveraging Hong Kong's international perspective, we aim to position Kuailu Intelligent Office as the "digital and intelligent springboard" for global enterprises entering China and for Chinese enterprises going global.

Finally, Kuailu Tech would like to echo Mr. Huang's words to investors: "AI is not going to get worse; AI is only going to get better."

For Kuailu Intelligent Office, we are filled with confidence about the future. NVIDIA has paved the road of the AI era with underlying compute power, and Kuailu Cloud is dedicated to crafting "intelligent vehicles" along this road, tailored to steer enterprises into the digital deep waters.

We will continue to deeply cultivate the AI + office scenario, adhering to our commitment of "one enterprise, one solution" customized services and the security of private deployment. We strive to ensure that every enterprise, regardless of size, can harness the technological dividends at this agentic AI inflection point, truly achieving "increased revenue, reduced consumption, and enhanced efficiency."

Compute power has its limits, but the enterprise pursuit of efficiency is endless.
Kuailu Intelligent Office aspires to be the explorer constantly pushing boundaries, transforming compute power into productivity.