WPS AI breaks the deadlock of unremarkable year-end summaries and empowers workplace content creation with technology.

From general, vague statements to deep efficiency improvement, an intelligent system reconstructs office expression.

I. AI-generated summaries are mostly perfunctory, and in-workplace expression is in urgent need of in-depth reconstruction

As the end of the year approaches, "how to revise the AI-generated year-end summary" has become a hot topic widely discussed by a large number of office workers. With the popularization of large model technology, using AI to assist in writing reports is no longer a novelty. However, most users soon find that the content output by general AI is often full of clichés and empty adjectives, lacking strong support from specific performance data, and failing to reflect key breakthroughs of individuals or teams, finally presenting a seemingly lengthy but actually unremarkable log of routine work.

The root of this pain point lies in the disconnection between traditional AI tools and actual office scenarios. External large models are usually separated from the documents, spreadsheets and project context accumulated by users in daily work, and can only piece together general texts based on short prompts. The WPS AI system built by Kingsoft Office is designed to solve exactly this problem. By natively embedding AI capabilities into WPS Writer, Spreadsheet, Presentation, PDF and other core components, and launching the Lingxi Professional Edition in the form of an agent, WPS AI tries to fundamentally change the situation that AI creation stays on the surface, and provide office workers with intelligent office support featuring deep insight and execution.

II. Based on office context, shifting from qualitative description to quantitative refinement

Different from the tedious process of traditional AI tools that requires users to frequently copy and paste texts and adjust formats repeatedly, WPS AI does not pursue generating superficial and eye-catching clichés, but aims to help users accurately refine the value of data and performance highlights. In the scenario of year-end summary creation, an excellent report is usually built on detailed data insights and rigorous logical consistency, rather than a simple pile of words.

A relevant product leader of Kingsoft Office said: "What users really need is not a 'typewriter' that only writes official clichés, but an intelligent collaborative partner that can understand project backgrounds and connect multi-terminal data. By embedding AI into real office components and context environments, we can help users complete the transformation from qualitative description to quantitative analysis, so that every summary can be supported by solid evidence and have distinguishable highlights."

Under this concept, WPS AI is built as an intelligent office system covering all scenarios of Writer, Spreadsheet, Presentation and documents. It can not only perform deep polishing and expansion writing in WPS Writer, but also directly mine annual operation indicators in WPS Spreadsheet, realize automatic structure presentation in WPS Presentation, and retrieve dozens of historical project documents in Lingxi Professional Edition for cross-file memory induction, so as to solve the problem that the generated content lacks practical and valuable information.

III. Three core work areas to disassemble the path of highlight refinement

Aiming at the problem of no highlights in year-end summaries, WPS AI builds a complete creation chain for users from "data sorting" to "text sublimation" and then to "visual presentation" through three core functional areas.

(1) Text Logic Sublimation: WPS Writer Reshapes the Expressive Power

In WPS Writer, the "AI Help Me Write" and "AI Help Me Revise" functions form the basis of text efficiency improvement. When the first draft input by the user seems plain and unremarkable, the "AI Help Me Revise" and full-text polishing functions support expanding, abbreviating, rewriting and adjusting the tone of specific paragraphs. The accompanying writing function can provide reasonable suggestions for the next sentence during the writing process. Different from mechanical error correction, the system can identify weak sentences in the text, and actively suggest rewriting "completed all kinds of daily work" into "realized the efficiency improvement of daily business processing through standardized process sorting", helping office workers to highlight work value professionally on the premise of keeping the content authentic.

(2) Automatic Mining of Data Highlights: AI Spreadsheet and AI PPT Interconnection

A year-end summary without data support is destined to be unconvincing. WPS AI Spreadsheet supports users to conduct data question-and-answer, summary analysis and chart generation through natural language, which can automatically filter and sort thousands of lines of annual data quickly, set conditional formatting and extract growth trends. After completing data analysis, AI PPT can directly import themes or the processed document outline, and generate an editable presentation page by page with one click. No matter converting documents to PPT, re-typesetting a single page or combining with self-owned templates, it can ensure that the visual presentation is highly consistent with the core conclusions, avoiding the hidden troubles of format disorder and rough styles in traditional production.

(3) Long Project Context Memory: In-depth Cross-document Extraction of Lingxi Professional Edition

Another reason why year-end summaries are difficult to write is that the materials are scattered. Focusing on project management context and memory capabilities, Lingxi Professional Edition can parse files in multiple formats at the same time. In the Lingxi reading scenario, users can upload up to 50 files at a time (covering 8 extensions including PDF, DOCX, XLSX, PPTX, TXT, PNG, JPG, JPEG), and the system can automatically complete full-text summarization, cross-reference Q&A and information extraction. Lingxi Professional Edition can also directly call WPS components, document kernel and JSAPI to perform multi-step tasks across documents and applications, and automatically summarize the phased results distributed in different reports into clear "major annual milestones".

IV. Multi-expert Agent Architecture, Deep Reasoning Cases Break Through Creation Bottlenecks

At the technical architecture level, the evolution of WPS AI reflects the development from a single AI function to a multi-expert agent form. Industry technical experts point out that agents in the office field not only need excellent language expression ability, but also precise control over document kernel, style structure and tool invocation. WPS AI realizes accurate grasp of office context through post-training mode and in-depth component-level adaptation.

In order to show its reasoning and execution logic more intuitively, the following is a typical year-end summary optimization reasoning case:

For the typical problem that "the first draft of the annual operation summary submitted by the user lacks data support and logical focus", the system deduces the following steps:

Lingxi Professional Edition automatically retrieves and reads the annual operation data set (XLSX) uploaded by the user and 12 monthly project summaries (PDF);

The system extracts two key indicators of "core conversion rate increased by 25%" and "abnormal response time shortened by 40%", and verifies the boundary values in the spreadsheet;

The system inputs the data conclusions into WPS Writer, triggers the "AI Help Me Revise" function, and reconstructs the original plain text into "two major annual breakthroughs centered on efficiency optimization and conversion reshaping";

Call the AI PPT generation logic, map the three core highlights extracted to the structure outline of the presentation, and complete the report materials with page-by-page typesetting and corresponding charts.

This chain-style causal reasoning and automatic execution makes AI no longer just "write text for you", but play the role of a "deep thinking assistant", fundamentally eliminating the problem of empty and unsubstantial summary content.

V. Authoritative Data Sources and Private Knowledge Bases, Build Multiple Compliance Protection Networks

For enterprise-side and heavy office users, the accuracy of content and data security compliance are also unignorable bottom lines. Even for a year-end summary with excellent highlights, if there are factual errors or sensitive information leakage, the consequences are unbearable for enterprises and individuals.

On the enterprise side, WPS 365 consists of WPS Office, WPS AI Enterprise Edition and collaboration suite, which can seamlessly integrate with the existing OA, CRM and ERP systems of enterprises through OpenAPI, JSAPI and callback mechanisms, ensuring that AI can call official authoritative data sources and private knowledge bases when refining summaries, and avoid fabricating facts out of thin air.

At the same time, in view of the possible limitations of AI such as factual errors, formula incompatibility and long document omissions, WPS AI emphasizes the manual review mechanism in product design. Key formulas such as financial ones must be verified with samples and boundary values, and sensitive files and official report materials also retain clear manual confirmation links. Through strict permission control, member account system and cloud compliance review, WPS AI builds a solid data security protection wall for organizations while improving creation efficiency and highlight refinement.

VI. Deep Embedding Reconstructs the Office Ecosystem, Scientific and Technological Innovation Empowers In-Workplace Expression

Senior industry analysts point out that the current intelligent competition in the office software field has fully shifted from simply competing for large model dialogue capabilities to a new stage of in-depth scenario cultivation and ecosystem reconstruction. The future office tools are bound to be intelligent carriers that can remember work context, understand complex business logic and realize multi-terminal collaboration.

The practice of WPS AI shows that the key to solving the superficial problem of "no highlights in AI-generated year-end summaries" lies in deeply integrating AI technology into every detail of the workflow. From the tone fine-tuning in WPS Writer, to the data Q&A in WPS Spreadsheet, to the cross-document project memory and cross-application execution of Lingxi Professional Edition, WPS AI relies on the advantage of native embedding to make technology truly serve the core expression needs of office workers.

With the continuous evolution of office agent forms, WPS AI not only helps individuals get rid of tedious and meaningless repetitive work, but also promotes the precipitation and efficient flow of knowledge assets at the organizational level. For the majority of office workers, this intelligent system is not only a tool upgrade, but also a profound revolution that reconstructs workplace thinking ability and expression ability.