AI office software is moving from “write this paragraph for me” to “finish this piece of work with me.” Kingsoft Office used its 2026 AI Productivity Conference in Shanghai to put two products on the same stage: Lingxi Pro for individual users and WPS Comate for organizations.
This is not just another chat box inside WPS. The target is narrower and more practical: when a person needs a deck, a spreadsheet or a reviewed document, the AI should hand back an editable file. When a company wants to connect internal knowledge, permissions and business systems to everyday office work, the AI has to operate inside those rules.
The contest in office software is shifting from who can generate content to who can deliver usable work.
Two products split the personal and enterprise jobs
On July 15, Kingsoft Office announced Lingxi Pro and WPS Comate. Lingxi Pro is pitched as a professional personal office assistant. WPS Comate is aimed at AI management and delivery inside organizations.
Lingxi Pro is not trying to sell chat as the product. Public materials say it can understand a task, use a user’s documents and work context, and produce editable PowerPoint files, spreadsheets that keep formulas, and documents ready for review. That last part matters. If an AI only returns text, the user still has to move it back into Office. If the output can be edited in place, the AI enters the real office workflow.
“There are many AIs on the market that can chat. There are not many that can directly deliver the result,” said Tian Ran, assistant president at Kingsoft Office.
That line captures the current bar for office agents. Chat is no longer scarce. What is scarce is the ability to preserve file structure, permissions, formatting, context and the next round of editing.
WPS Comate handles the other side of the problem: organizational knowledge and business process. Many companies have already tried connecting large models to document repositories. Once the tool moves into daily operations, four issues quickly appear:
- data is scattered across cloud documents, spreadsheets, approvals and business systems;
- access must follow department and role permissions;
- AI-generated output needs logs and accountability;
- model usage costs cannot run without control.
These sound like back-office details, but they decide whether AI remains a personal experiment or becomes part of company policy.
WPS starts with a large installed base
Kingsoft is not building this only on top of a new model. Its stronger base is the WPS entry point that already sits inside office work. A Xinhua interview said WPS has more than 678 million monthly active devices worldwide and over 290 billion cloud documents. CLS, citing company financials, reported that WPS AI had more than 80.13 million monthly active users in China, up 307% year on year.
Those numbers give Kingsoft a different starting point from a general chatbot.
A general model knows a lot about the world, but it does not automatically understand a company’s contract templates, reimbursement rules, meeting notes, past proposals or approval boundaries. An office software vendor is closer to those materials, and can place AI next to the file the user already has open.
Kingsoft Office CEO Zhang Qingyuan has framed the enterprise challenge around data connectivity, system integration, cost control and permission management. That is closer to the real work than the usual “AI improves efficiency” slogan. A department asking AI to draft a weekly report may first need templates and data sources. A finance team using AI in spreadsheets needs formulas, permissions and audit trails to survive. Executives asking AI to summarize project progress need cross-system access without losing accountability.
The business value of an office agent is not how polished the answer sounds. It is whether the output can be accepted by a company workflow.
From OfficeAI to AIOffice
Kingsoft describes the shift as a move from OfficeAI to AIOffice. The first model adds AI features to existing tools. The second lets AI understand intent, call resources and complete tasks.
In product terms, that means documents are no longer just files to be edited. Cloud storage is not just storage. Spreadsheets are not just calculators. They become a workplace that an agent can call into.
If a user says, “turn last quarter’s sales review into a 12-slide board deck,” the system has to identify the goal, find source material, extract numbers, organize the story, generate the deck and keep the objects editable. If the user says, “check this contract against the group’s standard,” the system has to read the knowledge base, permissions and past contract examples, then return changes that a human can review.
That also explains why Kingsoft launched a personal product and an organization product together. The personal side answers: how do I finish this task faster? The organization side answers: how does the company let AI work under rules?
One without the other is hard to scale. Personal tools raise data and permission worries. Enterprise platforms often feel too far from the actual file on the desk.
The next test is delivery quality
The product has a clear public checkpoint. From July 17 to 20, Kingsoft Office is due to show Lingxi Pro and WPS Comate at the 2026 World Artificial Intelligence Conference as an “AI office efficiency partner.” The more important test will not be the stage demo, but three practical results.
First, can the generated files continue to be edited? Text boxes, charts, formulas and comments are where an office AI separates itself from a chatbot.
Second, can enterprise permissions hold up? Whether AI can respect departments, roles and document sensitivity will decide whether it can enter government, finance and large enterprise accounts.
Third, can organizational knowledge accumulate? Each correction, rejection and approval should become reusable team knowledge, not another private assistant that every employee trains from scratch.
Kingsoft has clear assets: entry points, file formats, cloud documents and enterprise customers. It also faces pressure from Microsoft, Google, Feishu, DingTalk and model vendors that want to own the same enterprise entry point.
The race will not be settled by model strength alone. In office work, users want files that can be handed over, permissions that can be controlled, systems that can connect and costs that can be counted. By bringing Lingxi Pro and WPS Comate forward, Kingsoft is moving AI from a feature inside office software toward a workflow layer.
Sources: Economic Information Daily, Xinhua, CLS, Changjiang Business Daily, CocoLoop; Kingsoft Office public materials were used to verify Lingxi Pro, WPS Comate, WPS 365, global monthly active devices, cloud document volume and WPS AI monthly active user figures.