CHINAOPC / JOURNAL

FDE Cases

How businesses deploy AI into real workflows, organize forward-deployed engineering services, and verify delivery and maintenance.

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FDE Cases / Source-based research

Dipu's FDE Digital Employees: From Requirements Reports to Delivery

Dipu’s annual report disclosed that its FDE engineers collaborate on the internal platform to use four types of AI digital employees: solution, data governance, code and project management. For small teams, the focus that can be studied is how the judgment of the previous job is passed on to the next one, especially the conditions that have not been confirmed by the customer. This article discusses the articulation between reports, data definitions, and development tasks through independent analysis without impersonating internal delivery details from actual customers.

ChinaOPC Editorial Team20 Oct 20264 min readChina

FDE Cases / Source-based research

Caixun's FDE Co-Creation: Define Metrics before AI Questions Data

Caixun's semi-annual report disclosed the commercialization of the AI question platform and the FDE co-creation delivery model. When an enterprise asks "How many new customers did it add this month?" it still needs to confirm the customers, time, scope and deduplication caliber before answering. This article starts with an original analysis by dismantling business questions and discusses how the co-creation stage forms calculable problems without merging the two disclosures into an implementation record or performance commitment for an undisclosed customer.

ChinaOPC Editorial Team20 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

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

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

FDE Cases / Source-based research

Qingmu Technology's Efficiency Lab: Developing Business-Aware AI Delivery Skills

Qingmu Technology's semi-annual report introduces efficiency laboratories, AI training and compound talent training. This article distinguishes between the usage of FDE within the company and its external service status, and then analyzes it from four aspects: real tasks, trial production records, colleagues taking over and ability evaluation, to help small teams determine what is left after the training, rather than just counting the number of times the tool is used.

ChinaOPC Editorial Team18 Oct 20263 min readChina

FDE Cases / Source-based research

iSoftStone's FDE Organization: Connecting Field Delivery with Platform Support

iSoftStone’s semi-annual report includes FDE frontline, platform and computing power in the same delivery system. This article focuses on the analysis of who receives customer issues, who fixes platform defects, and who maintains them after they go online. It gives small teams a list of collaborations that can be discussed. It does not regard the staff size, contract signing, or planning of large enterprises as directly replicable business results.

ChinaOPC Editorial Team18 Oct 20263 min readChina

FDE Cases / Source-based research

Digital China's AI for Process: Turning Workflows into Joint Confirmations

Digital China’s public records introduce process-centric AI implementation and FDE services. This article starts from the handover between business steps and discusses what records should be formed when scene screening, data preparation and demand changes, so that buyers know what they need to participate in, and do not directly describe the manufacturer's method introduction as the effect that the customer has achieved.

ChinaOPC Editorial Team18 Oct 20263 min readChina

FDE Cases / Source-based research

Yusys Technology's FDE Disclosure: Prompts and Rules in Delivery Workflows

Yusys Technology introduced the FDE team’s demand communication, product configuration and troubleshooting work in its investor relations records. This article studies how to leave modification basis, confirmation responsibility and recovery path after the configuration task is handed over to the delivery team, helping enterprises to distinguish demonstration debugging from formal changes, and not treating corporate disclosure as independent acceptance or proof of benefits.

ChinaOPC Editorial Team18 Oct 20263 min readChina

FDE Cases / Original analysis

Starting Enterprise FDE: Deliver One Real Business Task Completely

FDE brings engineers into the real business of the company, but the starting point of the project still needs to be implemented into specific tasks. This article explains how forward deployment engineering works, and proposes a starting method from process interviews, sample confirmation to small-scale rollout. It also explains how customers and service teams divide work and when to pause, helping companies form the first requirements that can be discussed and accepted.

ChinaOPC Editorial Team18 Oct 20263 min readChina

FDE Cases / Original analysis

Deploying FDE Services: Environments, Permissions, Trials and Rollback

When an enterprise deploys an FDE project, it involves not only programs and models, but also who can use the data, who can approve actions, and who maintains the system. This article organizes the matters that should be jointly confirmed before implementation according to environment, permissions, evaluation, release and rollback, to help small teams turn technical solutions into handover work arrangements, and do not regard the introduction of platform functions as a ready-made deployment solution.

ChinaOPC Editorial Team18 Oct 20263 min readChina

FDE Cases / Original analysis

Accepting FDE Delivery: Results, Client Handover and Ongoing Costs

After the FDE project goes online, customers still need to know how to continue running, handle exceptions, and control costs. This article uses the public delivery method as a reference and proposes reviewable acceptance records, internal takeover drills and cost splitting ideas to help the service team and purchasers specify the delivery without giving a unified quotation without project basis.

ChinaOPC Editorial Team18 Oct 20263 min readChina

FDE Cases / Source-based research

Huanshi FDE Services: Checks before Choosing a Local Implementation Provider

The official website of Huanshi Technology uses FDE to introduce AI diagnosis, agent customization and implementation operation services, and proposes a local collaboration network. This article only uses the official website as the source of the service provider's self-report, and independently compiles the list of contracting entities, personnel division of labor, sample evidence, charging and follow-up maintenance, and does not identify its customer results, network scale or cooperation benefits.

ChinaOPC Editorial Team18 Oct 20263 min readChina

FDE Cases / Source-based research

Tencent Cloud ADP's FDE Approach: Skills, Partner Qualifications and Delivery

Tencent Cloud ADP has disclosed FDE certification and partner ecosystem description, providing an entry point for studying domestic enterprise-level intelligent agent delivery. This article discusses individual learning, service provider application and customer project delivery separately, and proposes cases and responsibility lists that companies should prepare. Obtaining a certificate is not equated with existing orders, official endorsement or complete delivery capabilities.

ChinaOPC Editorial Team18 Oct 20263 min readChina

FDE Cases / Source-based research

Atlassian's Support-Ticket Routing: Studying FDE through an Anonymized Case

Atlassian's official website introduces its experience in building a shunt intelligence for a semiconductor company, but does not disclose the customer's name and complete acceptance data. Based on this, this article studies the design methods of support ticket classification, permissions, manual confirmation and exception handling, and clarifies what judgments can be supported by anonymous cases, and what evidence should be provided before the company purchases.

ChinaOPC Editorial Team18 Oct 20263 min readInternational

FDE Cases / Source-based research

AWS and NFL FDE Collaboration: Evidence for Go-Live and Handover

AWS has publicly described its experience of engineers working with NFL teams to develop products. This article distinguishes between partner disclosure and independent verification, and proposes a reading list focusing on business leaders, data basis, production versions, and subsequent operations to help companies evaluate whether FDE delivery can be taken over and not to integrate the speed of individual case launches into a unified construction period.

ChinaOPC Editorial Team18 Oct 20263 min readInternational

FDE Cases / Source-based research

Palantir's FDE Method: Turning Field Problems into Product Capabilities

Among the needs that arise at the customer site, which ones are suitable for single configuration, and which ones are worthy of being included in the product? Based on Palantir's public architecture description, this article studies the feedback relationship between cutting-edge engineering and core R&D, and then proposes requirements recording, change judgment, and handover methods suitable for small teams, without inferring specific project costs or customer benefits.

ChinaOPC Editorial Team18 Oct 20263 min readInternational