CHINAOPC / JOURNAL

Search and discover

Find founder stories, projects, AI models and policy guides.

IN FOCUSOPC Founders ↗AI in Practice ↗Policy Insights ↗Regional collaboration ↗

Articles457 ENGLISH EDITIONS

OPC Insights / Source-based research

Huairou AI for Science Enters R&D: Evidence Small Teams Should Deliver First

Huairou Science City disclosed on October 19 that the AI for Science and OPC Challenge have completed the demand matching and entered the research and development period according to the planned schedule. This article studies the differences between data handover, offline verification and on-site deployment based on this progress, to help small teams understand collaboration in scientific research scenarios; registration for the competition has ended, and confirmation of the announcement cannot be directly regarded as having obtained a procurement contract.

ChinaOPC Editorial Team19 Oct 20264 min readBeijing

Business Projects / Source-based research

Podscan's Podcast Data Service: Defining Coverage, Fields and Update Times

Podscan documents different coverage tiers and fields affected by completeness and processing status. We study how AI data services define delivery through show scope, updates and absent results, without treating database scale as complete coverage or guaranteed discovery.

ChinaOPC Editorial Team19 Oct 20262 min readInternational

AI in Practice / Source-based research

Beyondsoft's Huadian Materials Project: Preserve Reasons behind Procurement Categories

Beyondsoft publicly disclosed that Huadian's material procurement data asset management project has been accepted, in which AI is used to recommend procurement product catalogs and generate labels. Cataloging deals with where information is placed and does not equate to selecting suppliers or making purchasing decisions. This article is based on limited facts and original analysis of how product names, uses, rule conflicts and manual confirmation are connected, and does not extend project acceptance into undisclosed commercial effects.

ChinaOPC Editorial Team19 Oct 20264 min readChina

FDE Cases / Source-based research

SIE's Field-Driven Engineering: Connecting AI Code with Shipping Requirements

Saiyi Information named its FDE delivery system after "field-driven engineering" and disclosed its AI coding practices such as shipping notices for grain and oil companies. Starting from this specific function, this article discusses how notifications, plans, and actual operations are expressed separately in requirements, and how quantity units, status changes, and existing system agreements are entered into specifications. The customer is not named, and the independent analysis does not pretend to be the internal design of the project or the customer's actual measurement data.

ChinaOPC Editorial Team19 Oct 20264 min readChina

FDE Cases / Source-based research

Runhe Software's Financial Testing FDE: Finding Context behind a Message

Runhe Software publicly introduced the financial testing FDE solution and anonymous city commercial bank project verification, involving case generation, message search and other work. This article studies how a test message associates pre-state, request and response, which judgments still need to be confirmed by business experts, and then discusses how a small team can make a reviewable search service from limited samples to distinguish between tool demonstration and actual test basis.

ChinaOPC Editorial Team19 Oct 20264 min readChina

Business Projects / Source-based research

Ding Yi and Zhou Peng's AI Film Collaboration: Balancing Client Projects and Original Characters

Yicheng Times describes Ding Yi and Zhou Peng combining directing with production, commercial coordination and project management while developing original characters. We study separate investment, contribution credits and production learning. Selection for a support program is not winning a film award.

ChinaOPC Editorial Team19 Oct 20262 min readBeijing

OPC Founders / Source-based research

Li Yifan's Local AI Projects: Tourism Questions, Maintenance and the Next Opportunity

Baoding Daily described Li Yifan building AI applications in Gaoyang, including tourism questions, while customer work and independent products compete for time. This article examines development versus upkeep, project stages and local-industry research to understand a small team's portfolio. Compute fees alone cannot establish profit.

ChinaOPC Editorial Team19 Oct 20263 min readBaoding

Policy Insights / Policy insights

Shanghai's Lightweight Digital Product Call Closes October 29: Explain Products and Cases

Shanghai's 2026 collection of small, fast and accurate digital intelligent products has been released. There are different deadlines for online application and paper delivery, focusing on AI integration and software products that serve OPC. This article starts from the product supplier side and discusses how to match functions, applicable conditions, application cases and maintenance responsibilities, helping small teams prepare real materials and not treating selected promotions as confirmed orders.

ChinaOPC Editorial Team19 Oct 20264 min readShanghai

OPC Founders / Source-based research

Louis Pereira and AudioPen: Choosing Which Part-Time Product Deserves More Work

AudioPen founder Louis Pereira publicly recalled selecting a main product from several small tools. This article examines early feedback, pre-launch preparation and continuing upkeep for part-time founders. A short launch event is not the entire development cycle, and personal accounts do not establish current income or complete staffing.

ChinaOPC Editorial Team19 Oct 20263 min readInternational

AI in Practice / Source-based research

ITNT's Maato: Turning One Product into Multiple AI Marketing Assets

ITNT introduced the Maato e-commerce workflow in the n8n public case. For a small team, what can be studied is how the original product data is incorporated into the copywriting, pictures and channels for release, and what factual basis should be retained for each material. This article conducts independent analysis around product fields, AI character display and version updates. It does not regard the generated screen as physical verification, nor does it use the growth of individual customers to prove general benefits.

ChinaOPC Editorial Team19 Oct 20264 min readInternational

FDE Cases / Source-based research

IBM's FDU Model: Coordinating Production Changes within One Delivery Team

IBM proposes an FDU delivery model that is coordinated by business, architecture and engineering personnel, emphasizing the connection between development and ongoing operations. For service teams with limited manpower, it is worth studying how failures, rule changes, and new features fit into the same work arrangement after going online. This article discusses change offloading, capacity reservation, and periodic review. The method is an independent analysis and cannot be regarded as an actual measurement record of IBM customer projects.

ChinaOPC Editorial Team19 Oct 20264 min readInternational

Business Projects / Source-based research

Ding Yi's Plot Cube: Moving an Interactive-Story Prototype toward a Usable Product

Haizhou OPC reporting describes Ding Yi refining an AI interactive-story product after competition feedback. We study users, branching checks and revision evidence, validating recognition, usability and demand separately. Planned development is not an existing feature list.

ChinaOPC Editorial Team19 Oct 20262 min readLianyungang

Business Projects / Source-based research

Li Jitao's Packaging Exports: AI Handles Documents while Suppliers Confirm Production

An interview with Li Jitao describes combining Quanzhou's packaging supply chain with AI for listings, emails and records. We examine inquiries, sample approvals, specifications, versions and supplier feedback, identifying delivery work and costs beyond multilingual efficiency.

ChinaOPC Editorial Team19 Oct 20262 min readQuanzhou

OPC Founders / Source-based research

Wang Shiyi's FDE Route: From Internal Tools to Enterprise Tasks Worth Discussing

In a public interview, Wang Shiyi described moving from operations tools into enterprise AI implementation delivered through webpages or mini-programs. This article examines requirements evidence, industry collaboration and maintenance for experienced small teams, without treating reported performance figures as verified income.

ChinaOPC Editorial Team19 Oct 20262 min readShanghai

Policy Insights / Policy insights

Jiang'an Model-Voucher Applications Close October 23: Separate Use and R&D Evidence

Jiang'an District's 2026 model voucher application notice lists two types of awards. The official text requires submission of materials before October 23. Starting from the two identities of purchasing applications and independent research and development, this article discusses how contracts, fees, model sources, and case records correspond to each other, to help small teams first judge whether it is worth preparing, and does not directly equate using AI, purchasing memberships, or submitting materials with receiving rewards.

ChinaOPC Editorial Team19 Oct 20264 min readWuhan

Policy Insights / Policy insights

Zhuhai High-Tech Zone OPC Community Filing: Prepare Traceable Materials by December 15

Zhuhai High-tech Zone’s 2026 OPC community registration notice is for community operating units, and the deadline is December 15. This article starts from the consistency of the subject, site, settlement record and service evidence, proposes a pre-declaration method, and helps entrepreneurs distinguish community registration and enterprise settlement, and does not write the registration application as having been recognized or can directly receive subsidies.

ChinaOPC Editorial Team19 Oct 20264 min readZhuhai

AI in Practice / Original analysis

When Clients Say Do Not Send Yet: Testing Changes, Cancellation and Recovery

Halfway through a task, the client may change the date, change materials, or cancel the execution. This article refers to Microsoft's description of multiple rounds of agent evaluation and designs a set of content scheduling simulation conversations to check whether the system retains the latest requirements, stops old actions and accurately hands over, helping small teams to separately verify chatting and reliably processing tasks.

ChinaOPC Editorial Team19 Oct 20264 min readChina

AI in Practice / Source-based research

System AI's Property Automation: Finding Records after Message Writes

n8n’s public case introduces System AI’s practice of connecting chat messages, CRM and data tables for real estate business. This article focuses on the verifiable delivery details: how to avoid repeated archiving of the same message, how to return the writing results to the original record, and how to hand over exceptions to human handlers. The process design suggestions are original analyzes by ChinaOPC, and the efficiency expressions of public cases cannot be directly applied to other teams.

ChinaOPC Editorial Team19 Oct 20264 min readInternational

FDE Cases / Source-based research

Newpoint Software's FDE Disclosure: Preserving Knowledge-Base Applicability

New Point Software proposed in the public evaluation report to explore the FDE delivery model and build an intelligent delivery knowledge base. What is worth studying by small teams is how field experience can be carried into the next delivery with applicable conditions, rather than simply saving a batch of prompt words. This article discusses the design of case cards, verification samples, and failure handling. The relevant methods are ChinaOPC’s original suggestions and cannot be regarded as the company’s published implementation details.

ChinaOPC Editorial Team19 Oct 20264 min readChina

FDE Cases / Source-based research

Yonyou's FDE and Outcome Pricing: Define the Unit of Service First

UFIDA disclosed the FDE team and its exploration of result-based charging in its semi-annual report. For small teams, the focus of research is how to define a countable and verifiable service result, and record resource calls, manual reviews and exception handling separately. This article starts from public disclosure and discusses the billing units and evidence that need to be confirmed before quoting. The relevant plans do not represent the contract terms that have been disclosed by the company.

ChinaOPC Editorial Team19 Oct 20263 min readChina